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Publish FinIR-IntentBench v1 (183 examples: 143 core, 40 stress)

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  1. README.md +156 -0
  2. data/core.jsonl +143 -0
  3. data/intentbench_v1.jsonl +183 -0
  4. data/stress.jsonl +40 -0
README.md CHANGED
@@ -1,3 +1,159 @@
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  ---
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  license: apache-2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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+ language: en
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+ tags:
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+ - finance
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+ - structured-generation
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+ - finir
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+ task_categories:
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+ - text2text-generation
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+ pretty_name: FinIR-IntentBench
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: core
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+ path: data/core.jsonl
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+ - split: stress
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+ path: data/stress.jsonl
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+
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  ---
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+
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+ # Dataset Card: FinIR-IntentBench v1
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+
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+ ## Purpose
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+
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+ Paired `{natural-language finance instruction, expected FinIR Intent}` examples for
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+ evaluating any FinIR-Intent compiler (the rule-based baseline, a fine-tuned model, or
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+ an LLM-backed one) against the canonical **FinIR Intent Contract** (schema `1.0`,
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+ owned by the core `finir` package — `finir.intent.json_schema()` /
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+ `schemas/finir-intent-v1.schema.json`, runtime `>=0.1.0,<0.2.0`).
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+
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+ ## Size and splits
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+
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+ - **183 examples total.**
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+ - **`core` (143)** — in-distribution phrasing the deterministic baseline is built to
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+ support.
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+ - **`stress` (40)** — a held-out subset of harder paraphrases (unlisted verbs,
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+ fractions, magnitude suffixes, idioms, out-of-domain phrasing) authored
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+ **independently of the baseline's rules**. The baseline was deliberately not tuned
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+ to these; they exist so evaluation reports a real coverage gap rather than a score
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+ the parser was fitted to. See the split methodology below and `../MODEL_CARD.md`.
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+
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+ The `difficulty` field on every row records the split.
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+
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+ ## Categories
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+
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+ | category | total | core | stress | covers |
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+ |---|---|---|---|---|
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+ | `valid_simple` | 118 | 90 | 28 | one operation (`relative_change` / `set` / `absolute_change`) across every supported target |
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+ | `ambiguous` | 21 | 16 | 5 | vague quantities, no target, conflicting duplicate targets, "set to N%" on a non-percentage target |
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+ | `unsupported` | 17 | 13 | 4 | clear but not a FinIR model mutation (acquisitions, IPOs/going public, layoffs, litigation, hiring, bankruptcy, spin-offs) |
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+ | `multi_operation` | 10 | 9 | 1 | multiple simultaneous operations in one instruction |
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+ | `invalid` | 7 | 5 | 2 | structurally valid, semantically wrong at execution (currency or unit mismatch) |
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+ | `range` | 6 | 6 | 0 | a `range` batch sweep |
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+ | `scenario` | 4 | 4 | 0 | named `scenarios`, each with simultaneous operations |
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+
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+ Every one of the 12 supported targets (`revenue`, `cogs`, `opex`, `payment_terms`,
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+ `accounts_payable`, `inventory`, `capex`, `debt`, `interest_rate`, `cash`, `price`,
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+ `volume`) and every operation type (`set`, `relative_change`, `absolute_change`,
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+ `range`, multi-operation, `scenarios`), unit (`money`, `percentage`, `days`,
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+ `quantity`) and currency (`ZAR`, `USD`) appears in the dataset.
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+
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+ ## Format
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+
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+ One JSON object per line in `examples/intentbench_v1.jsonl`:
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+
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+ ```json
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+ {"id": "...", "category": "...", "difficulty": "core|stress", "text": "...",
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+ "expected_intent": { ...canonical FinIR Intent envelope... }}
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+ ```
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+
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+ 9 examples (`id` prefixed `canon_`) instead carry a `fixture` field naming a file in
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+ the core repo's `tests/fixtures/intents/` — the exact fixtures
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+ `tests/test_intent_contract.py` validates and executes on the runtime side. The repo
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+ copy references them by filename (rather than re-typing their JSON) so the benchmark
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+ and the runtime can never drift apart on those cases; the **Hugging Face export**
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+ (`../release/huggingface/finir-intentbench/`) resolves them inline so the dataset
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+ loads with no dependency on the GitHub repo (see "Loading" below).
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+
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+ Seven rows whose `expected_intent` is structurally `"valid"` but semantically wrong
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+ for the reference model carry `"execution_expectation": "semantic_reject"` — the
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+ evaluation checks the runtime correctly raises `finir.intent.IntentValidationError`,
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+ proving the NL layer transcribes faithfully and lets the runtime catch the error.
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+
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+ ## Loading (Hugging Face Datasets)
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+
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+ The Hugging Face export ships fully inlined JSONL (no `fixture` references; the
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+ `expected_intent` is a JSON string to keep a stable, flat schema), plus per-split
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+ files:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("Olyxee/FinIR-IntentBench") # 'core' and 'stress' splits
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+ core = load_dataset("Olyxee/FinIR-IntentBench", split="core")
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+
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+ import json
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+
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+ row = core[0]
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+ expected = json.loads(row["expected_intent"]) # the canonical envelope
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+ ```
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+
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+ No clone of the FinIR GitHub repo is required to use the dataset.
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+
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+ ## Generation methodology
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+
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+ - **Fully synthetic.** No real company data, no data from any real financial system.
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+ All values are illustrative and generic.
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+ - Ground-truth expected intents are derived from a structured spec (target,
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+ operation, direction, magnitude) — **not** by running the baseline parser — so the
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+ benchmark measures the parser rather than being defined by it (`../` generator in
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+ the workstream; see `../MODEL_CARD.md`).
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+ - The 9 `canon_*` rows reuse the core repo's shared fixtures verbatim.
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+ - **Human-reviewed:** every row was reviewed for a correct canonical envelope and
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+ correct split label; the core subset is additionally gated by a test asserting the
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+ baseline reaches 100% status accuracy on it, and every expected intent is checked
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+ against the canonical JSON Schema in CI.
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+
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+ ## Split methodology (anti-leakage)
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+
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+ `core` is phrasing inside the documented rule set; `stress` is held-out paraphrases
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+ authored to fall outside it. A benchmark hand-tuned until the parser passes every
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+ case measures nothing — so the baseline is frozen against the stress subset. On the
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+ current baseline the stress subset scores well below core (status 0.70 vs 1.00, value
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+ 0.58 vs 1.00), which is the intended, honest signal. When a stress case is genuinely
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+ fixed in the rule set, it may move to `core` with regression coverage; new
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+ adversarial paraphrases are added to `stress` to keep the gap measurable.
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+
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+ ## What is not in this dataset
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+
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+ - No `period`/time-scope field (forbidden by the v1.0 contract).
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+ - No private company, customer, or personal data — entirely synthetic.
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+ - No canonical alias ontology: targets are the raw FinIR model-input names; synonym →
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+ target mapping is the compiler's job, not the dataset's or the contract's.
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+
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+ ## Versioning
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+
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+ Filename-versioned (`intentbench_v1.jsonl`). A breaking change to the FinIR Intent
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+ Contract (a `schema_version` major bump) requires a new IntentBench major version, per
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+ `docs/intent-contract.md#versioning-policy`. Additive cases can be appended without a
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+ version bump.
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+
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+ ## License & attribution
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+
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+ Apache-2.0, matching the core FinIR repository. FinIR-IntentBench was contributed by
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+ **Alisha Fatima** ([@AlishaFatima16](https://github.com/AlishaFatima16)) as part of
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+ the FinIR-Intent Hugging Face workstream; the canonical contract it targets is
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+ maintained by Olyxee.
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+
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+ ## Files
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+
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+ - `data/intentbench_v1.jsonl` — all 183 examples (each `expected_intent` is a JSON string).
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+ - `data/core.jsonl` — 143 core examples.
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+ - `data/stress.jsonl` — 40 held-out stress examples.
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+
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+ ## Links
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+
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+ - **FinIR-Intent (model/baseline):** https://huggingface.co/Olyxee/FinIR-Intent
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+ - **FinIR source (GitHub):** https://github.com/Olyxee/finir
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+ - **Intent Contract spec:** https://github.com/Olyxee/finir/blob/main/docs/intent-contract.md
data/core.jsonl ADDED
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+ {"id": "canon_relative_change", "category": "valid_simple", "difficulty": "core", "text": "Increase COGS by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.04}]}"}
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+ {"id": "canon_absolute_change", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000, \"currency\": \"ZAR\"}]}"}
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+ {"id": "canon_set_days", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60, \"unit\": \"days\"}]}"}
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+ {"id": "canon_multi_operation", "category": "multi_operation", "difficulty": "core", "text": "Revenue falls 8%, COGS rises 3%, and extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.03}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60, \"unit\": \"days\"}]}"}
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+ {"id": "canon_scenario", "category": "scenario", "difficulty": "core", "text": "Model three scenarios: Base scenario: no changes. Upside scenario: revenue grows 10%. Downside scenario: revenue falls 8% and COGS rises 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"upside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}, {\"name\": \"downside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.05}]}]}"}
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+ {"id": "canon_ambiguous", "category": "ambiguous", "difficulty": "core", "text": "Improve margins next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"reason\": \"No quantitative margin target was specified.\", \"operations\": []}"}
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+ {"id": "canon_unsupported", "category": "unsupported", "difficulty": "core", "text": "Acquire our largest competitor.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"reason\": \"Acquiring a competitor cannot be represented as a FinIR model mutation.\", \"operations\": []}"}
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+ {"id": "canon_invalid_currency", "category": "invalid", "difficulty": "core", "text": "Increase revenue by USD 2,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 2000000, \"currency\": \"USD\"}]}"}
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+ {"id": "canon_invalid_type", "category": "invalid", "difficulty": "core", "text": "Set COGS to 60 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cogs\", \"value\": 60, \"unit\": \"days\"}]}"}
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+ {"id": "valid_revenue_relative", "category": "valid_simple", "difficulty": "core", "text": "Increase revenue by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
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+ {"id": "valid_revenue_set", "category": "valid_simple", "difficulty": "core", "text": "Set revenue to R550,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"revenue\", \"value\": 550000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "valid_cogs_absolute", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by R15,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cogs\", \"value\": -15000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "valid_price_relative", "category": "valid_simple", "difficulty": "core", "text": "Cut price by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": -0.05}]}"}
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+ {"id": "valid_volume_relative", "category": "valid_simple", "difficulty": "core", "text": "Increase volume by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.1}]}"}
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+ {"id": "valid_payment_terms_range_phrasing", "category": "valid_simple", "difficulty": "core", "text": "Payment terms move from 30 to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
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+ {"id": "valid_accounts_payable_absolute", "category": "valid_simple", "difficulty": "core", "text": "Change accounts payable by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "valid_inventory_relative", "category": "valid_simple", "difficulty": "core", "text": "Reduce inventory by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.15}]}"}
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+ {"id": "valid_capex_absolute", "category": "valid_simple", "difficulty": "core", "text": "Increase capex by R10,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 10000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "valid_debt_absolute", "category": "valid_simple", "difficulty": "core", "text": "Reduce debt by R20,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -20000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "valid_interest_rate_set", "category": "valid_simple", "difficulty": "core", "text": "Set the interest rate to 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.08, \"unit\": \"percentage\"}]}"}
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+ {"id": "valid_cash_absolute", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
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+ {"id": "multi_brief_example", "category": "multi_operation", "difficulty": "core", "text": "What happens if COGS rises by 6% and customer payment terms move from 30 to 60 days?", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.06}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
23
+ {"id": "multi_three_targets", "category": "multi_operation", "difficulty": "core", "text": "Revenue grows 5%, opex falls 4%, and cash increases by R3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.04}, {\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0, \"currency\": \"ZAR\"}]}"}
24
+ {"id": "multi_capex_debt", "category": "multi_operation", "difficulty": "core", "text": "Increase capex by R8,000,000 and reduce debt by R12,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 8000000.0, \"currency\": \"ZAR\"}, {\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -12000000.0, \"currency\": \"ZAR\"}]}"}
25
+ {"id": "ambiguous_sales_vague", "category": "ambiguous", "difficulty": "core", "text": "Sales should grow significantly.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
26
+ {"id": "ambiguous_costs_vague", "category": "ambiguous", "difficulty": "core", "text": "Reduce costs a little.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
27
+ {"id": "ambiguous_ebitda_vague", "category": "ambiguous", "difficulty": "core", "text": "Make EBITDA better.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
28
+ {"id": "ambiguous_no_target", "category": "ambiguous", "difficulty": "core", "text": "Let's make the business healthier this year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
29
+ {"id": "ambiguous_duplicate_targets", "category": "ambiguous", "difficulty": "core", "text": "Increase revenue by 5% and also cut revenue by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
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+ {"id": "unsupported_ipo", "category": "unsupported", "difficulty": "core", "text": "Take the company public with an IPO next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
31
+ {"id": "unsupported_layoff", "category": "unsupported", "difficulty": "core", "text": "Lay off half of the sales team.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
32
+ {"id": "unsupported_lawsuit", "category": "unsupported", "difficulty": "core", "text": "We are facing a lawsuit from a former supplier.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
33
+ {"id": "invalid_currency_capex", "category": "invalid", "difficulty": "core", "text": "Increase capex by USD 1,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 1000000.0, \"currency\": \"USD\"}]}"}
34
+ {"id": "range_cogs", "category": "range", "difficulty": "core", "text": "Sweep COGS from 300,000,000 to 400,000,000 in 100 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"cogs\", \"min\": 300000000.0, \"max\": 400000000.0, \"steps\": 100}]}"}
35
+ {"id": "range_revenue", "category": "range", "difficulty": "core", "text": "Run a range on revenue from 400,000,000 to 600,000,000 in 50 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"revenue\", \"min\": 400000000.0, \"max\": 600000000.0, \"steps\": 50}]}"}
36
+ {"id": "scenario_two", "category": "scenario", "difficulty": "core", "text": "Base scenario: no changes. Stress scenario: cogs rises 12% and opex rises 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"stress\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.12}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.06}]}]}"}
37
+ {"id": "spelled_out_percent", "category": "valid_simple", "difficulty": "core", "text": "Bump top line up five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
38
+ {"id": "direction_word_trim", "category": "valid_simple", "difficulty": "core", "text": "We'd like to trim cogs by roughly 4 percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
39
+ {"id": "unlisted_alias_supplier_invoices", "category": "valid_simple", "difficulty": "core", "text": "Our supplier invoices should be paid down by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": -1000000.0, \"currency\": \"ZAR\"}]}"}
40
+ {"id": "range_explore_between_points", "category": "range", "difficulty": "core", "text": "Explore COGS between 300,000,000 and 400,000,000 across 100 points.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"cogs\", \"min\": 300000000.0, \"max\": 400000000.0, \"steps\": 100}]}"}
41
+ {"id": "spelled_out_money_rand", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by five million rand.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
42
+ {"id": "regression_direction_word_inside_supplier", "category": "valid_simple", "difficulty": "core", "text": "Reduce supplier costs by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.1}]}"}
43
+ {"id": "regression_direction_word_inside_group", "category": "valid_simple", "difficulty": "core", "text": "Decrease cogs for this group by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
44
+ {"id": "regression_unsupported_word_inside_emergency", "category": "valid_simple", "difficulty": "core", "text": "This is an emergent risk; increase cash by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 1000000.0, \"currency\": \"ZAR\"}]}"}
45
+ {"id": "regression_unsupported_word_inside_issue", "category": "valid_simple", "difficulty": "core", "text": "We have a cash flow issue and need to increase cash by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
46
+ {"id": "regression_unsupported_bankruptcy_inflection", "category": "unsupported", "difficulty": "core", "text": "The company filed for bankruptcy.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
47
+ {"id": "regression_unsupported_hiring_inflection", "category": "unsupported", "difficulty": "core", "text": "We are hiring new staff and increasing opex by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
48
+ {"id": "regression_unsupported_sued_inflection", "category": "unsupported", "difficulty": "core", "text": "We are being sued by a former supplier.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
49
+ {"id": "regression_set_to_percent_non_percentage_target", "category": "ambiguous", "difficulty": "core", "text": "Set opex to 45%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
50
+ {"id": "gen_rel_00_revenue", "category": "valid_simple", "difficulty": "core", "text": "Revenue should grow by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
51
+ {"id": "gen_rel_01_revenue", "category": "valid_simple", "difficulty": "core", "text": "Sales should increase by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.12}]}"}
52
+ {"id": "gen_rel_02_revenue", "category": "valid_simple", "difficulty": "core", "text": "The top line should raise by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.08}]}"}
53
+ {"id": "gen_rel_03_revenue", "category": "valid_simple", "difficulty": "core", "text": "Revenue should reduce by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.05}]}"}
54
+ {"id": "gen_rel_04_cogs", "category": "valid_simple", "difficulty": "core", "text": "COGS should cut by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
55
+ {"id": "gen_rel_05_cogs", "category": "valid_simple", "difficulty": "core", "text": "Cost of goods sold should reduce by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.07}]}"}
56
+ {"id": "gen_rel_06_cogs", "category": "valid_simple", "difficulty": "core", "text": "Cost of sales should trim by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
57
+ {"id": "gen_rel_07_cogs", "category": "valid_simple", "difficulty": "core", "text": "COGS should increase by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.06}]}"}
58
+ {"id": "gen_rel_08_opex", "category": "valid_simple", "difficulty": "core", "text": "Opex should lower by 9%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.09}]}"}
59
+ {"id": "gen_rel_09_opex", "category": "valid_simple", "difficulty": "core", "text": "Operating expenses should reduce by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.12}]}"}
60
+ {"id": "gen_rel_10_opex", "category": "valid_simple", "difficulty": "core", "text": "Operating costs should increase by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.04}]}"}
61
+ {"id": "gen_rel_11_inventory", "category": "valid_simple", "difficulty": "core", "text": "Inventory should reduce by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.15}]}"}
62
+ {"id": "gen_rel_12_inventory", "category": "valid_simple", "difficulty": "core", "text": "Stock levels should cut by 20%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.2}]}"}
63
+ {"id": "gen_rel_13_inventory", "category": "valid_simple", "difficulty": "core", "text": "Inventory levels should grow by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": 0.05}]}"}
64
+ {"id": "gen_rel_14_capex", "category": "valid_simple", "difficulty": "core", "text": "Capex should increase by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.1}]}"}
65
+ {"id": "gen_rel_15_capex", "category": "valid_simple", "difficulty": "core", "text": "Capital expenditure should raise by 25%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.25}]}"}
66
+ {"id": "gen_rel_16_capex", "category": "valid_simple", "difficulty": "core", "text": "Capital spending should cut by 30%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": -0.3}]}"}
67
+ {"id": "gen_rel_17_debt", "category": "valid_simple", "difficulty": "core", "text": "Debt should reduce by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.1}]}"}
68
+ {"id": "gen_rel_18_debt", "category": "valid_simple", "difficulty": "core", "text": "Total debt should lower by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.08}]}"}
69
+ {"id": "gen_rel_19_debt", "category": "valid_simple", "difficulty": "core", "text": "Borrowings should increase by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": 0.05}]}"}
70
+ {"id": "gen_rel_20_cash", "category": "valid_simple", "difficulty": "core", "text": "Cash should increase by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.12}]}"}
71
+ {"id": "gen_rel_21_cash", "category": "valid_simple", "difficulty": "core", "text": "The cash balance should grow by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.06}]}"}
72
+ {"id": "gen_rel_22_price", "category": "valid_simple", "difficulty": "core", "text": "Price should cut by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": -0.05}]}"}
73
+ {"id": "gen_rel_23_price", "category": "valid_simple", "difficulty": "core", "text": "The unit price should raise by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.08}]}"}
74
+ {"id": "gen_rel_24_price", "category": "valid_simple", "difficulty": "core", "text": "The selling price should increase by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.03}]}"}
75
+ {"id": "gen_rel_25_volume", "category": "valid_simple", "difficulty": "core", "text": "Volume should increase by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.1}]}"}
76
+ {"id": "gen_rel_26_volume", "category": "valid_simple", "difficulty": "core", "text": "Sales volume should grow by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.07}]}"}
77
+ {"id": "gen_rel_27_volume", "category": "valid_simple", "difficulty": "core", "text": "Units sold should boost by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.15}]}"}
78
+ {"id": "gen_rel_28_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Accounts payable should reduce by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"accounts_payable\", \"value\": -0.1}]}"}
79
+ {"id": "gen_rel_29_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Trade payables should cut by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"accounts_payable\", \"value\": -0.05}]}"}
80
+ {"id": "gen_rel_30_interest_rate", "category": "valid_simple", "difficulty": "core", "text": "The interest rate should raise by 2%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"interest_rate\", \"value\": 0.02}]}"}
81
+ {"id": "gen_rel_31_interest_rate", "category": "valid_simple", "difficulty": "core", "text": "The borrowing rate should increase by 1%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"interest_rate\", \"value\": 0.01}]}"}
82
+ {"id": "gen_rel2_00_revenue", "category": "valid_simple", "difficulty": "core", "text": "Grow sales by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
83
+ {"id": "gen_rel2_01_cogs", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.06}]}"}
84
+ {"id": "gen_rel2_02_opex", "category": "valid_simple", "difficulty": "core", "text": "Cut operating expenses by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.08}]}"}
85
+ {"id": "gen_rel2_03_debt", "category": "valid_simple", "difficulty": "core", "text": "Reduce borrowings by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.12}]}"}
86
+ {"id": "gen_rel2_04_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash on hand by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.04}]}"}
87
+ {"id": "gen_rel2_05_inventory", "category": "valid_simple", "difficulty": "core", "text": "Lower inventory by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.1}]}"}
88
+ {"id": "gen_rel2_06_price", "category": "valid_simple", "difficulty": "core", "text": "Raise price by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.06}]}"}
89
+ {"id": "gen_rel2_07_capex", "category": "valid_simple", "difficulty": "core", "text": "Trim capex by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": -0.15}]}"}
90
+ {"id": "gen_abs_01_opex", "category": "valid_simple", "difficulty": "core", "text": "Reduce operating costs by R8,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": -8000000.0, \"currency\": \"ZAR\"}]}"}
91
+ {"id": "gen_abs_02_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by R3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0, \"currency\": \"ZAR\"}]}"}
92
+ {"id": "gen_abs_03_cash", "category": "valid_simple", "difficulty": "core", "text": "Reduce the cash balance by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": -2000000.0, \"currency\": \"ZAR\"}]}"}
93
+ {"id": "gen_abs_05_capex", "category": "valid_simple", "difficulty": "core", "text": "Cut capital spending by R6,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": -6000000.0, \"currency\": \"ZAR\"}]}"}
94
+ {"id": "gen_abs_07_debt", "category": "valid_simple", "difficulty": "core", "text": "Increase total debt by R15,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": 15000000.0, \"currency\": \"ZAR\"}]}"}
95
+ {"id": "gen_abs_08_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Increase accounts payable by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
96
+ {"id": "gen_abs_09_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Reduce trade payables by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": -1000000.0, \"currency\": \"ZAR\"}]}"}
97
+ {"id": "gen_abs_10_inventory", "category": "valid_simple", "difficulty": "core", "text": "Increase inventory by R4,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"inventory\", \"value\": 4000000.0, \"currency\": \"ZAR\"}]}"}
98
+ {"id": "gen_abs_11_revenue", "category": "valid_simple", "difficulty": "core", "text": "Increase revenue by R25,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 25000000.0, \"currency\": \"ZAR\"}]}"}
99
+ {"id": "gen_abs_12_cogs", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by R12,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cogs\", \"value\": -12000000.0, \"currency\": \"ZAR\"}]}"}
100
+ {"id": "gen_abs_13_price", "category": "valid_simple", "difficulty": "core", "text": "Increase the unit price by R100.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"price\", \"value\": 100.0, \"currency\": \"ZAR\"}]}"}
101
+ {"id": "gen_absnc_00_opex", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by 7,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 7000000.0}]}"}
102
+ {"id": "gen_absnc_01_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by 3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0}]}"}
103
+ {"id": "gen_absnc_02_debt", "category": "valid_simple", "difficulty": "core", "text": "Increase debt by 5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": 5000000.0}]}"}
104
+ {"id": "gen_set_01_cogs", "category": "valid_simple", "difficulty": "core", "text": "Set COGS to R320,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cogs\", \"value\": 320000000.0, \"currency\": \"ZAR\"}]}"}
105
+ {"id": "gen_set_02_opex", "category": "valid_simple", "difficulty": "core", "text": "Set opex to R100,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 100000000.0, \"currency\": \"ZAR\"}]}"}
106
+ {"id": "gen_set_03_cash", "category": "valid_simple", "difficulty": "core", "text": "Set cash to R90,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cash\", \"value\": 90000000.0, \"currency\": \"ZAR\"}]}"}
107
+ {"id": "gen_set_04_debt", "category": "valid_simple", "difficulty": "core", "text": "Set total debt to R180,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"debt\", \"value\": 180000000.0, \"currency\": \"ZAR\"}]}"}
108
+ {"id": "gen_set_05_price", "category": "valid_simple", "difficulty": "core", "text": "Set the unit price to R1,500.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"price\", \"value\": 1500.0, \"currency\": \"ZAR\"}]}"}
109
+ {"id": "gen_set_06_inventory", "category": "valid_simple", "difficulty": "core", "text": "Set inventory to R45,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"inventory\", \"value\": 45000000.0, \"currency\": \"ZAR\"}]}"}
110
+ {"id": "gen_set_07_capex", "category": "valid_simple", "difficulty": "core", "text": "Set capex to R70,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"capex\", \"value\": 70000000.0, \"currency\": \"ZAR\"}]}"}
111
+ {"id": "gen_days_00", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 45 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 45.0, \"unit\": \"days\"}]}"}
112
+ {"id": "gen_days_01", "category": "valid_simple", "difficulty": "core", "text": "Set customer payment terms to 90 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 90.0, \"unit\": \"days\"}]}"}
113
+ {"id": "gen_days_02", "category": "valid_simple", "difficulty": "core", "text": "Change credit terms to 75 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 75.0, \"unit\": \"days\"}]}"}
114
+ {"id": "gen_days_04", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 120 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 120.0, \"unit\": \"days\"}]}"}
115
+ {"id": "gen_pct_01", "category": "valid_simple", "difficulty": "core", "text": "Set the borrowing rate to 10.5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.105, \"unit\": \"percentage\"}]}"}
116
+ {"id": "gen_pct_02", "category": "valid_simple", "difficulty": "core", "text": "Set the interest rate to 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.07, \"unit\": \"percentage\"}]}"}
117
+ {"id": "gen_rng_02", "category": "range", "difficulty": "core", "text": "Explore opex between 100,000,000 and 150,000,000 across 25 points.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"opex\", \"min\": 100000000.0, \"max\": 150000000.0, \"steps\": 25}]}"}
118
+ {"id": "gen_rng_03", "category": "range", "difficulty": "core", "text": "Scan debt from 150,000,000 to 250,000,000 in 20 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"debt\", \"min\": 150000000.0, \"max\": 250000000.0, \"steps\": 20}]}"}
119
+ {"id": "gen_rng_04", "category": "range", "difficulty": "core", "text": "Grid capex from 40,000,000 to 80,000,000 in 40 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"capex\", \"min\": 40000000.0, \"max\": 80000000.0, \"steps\": 40}]}"}
120
+ {"id": "gen_multi_00", "category": "multi_operation", "difficulty": "core", "text": "Revenue grows 5% and COGS rises 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.03}]}"}
121
+ {"id": "gen_multi_02", "category": "multi_operation", "difficulty": "core", "text": "Revenue falls 8%, COGS rises 4%, and extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.04}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
122
+ {"id": "gen_multi_03", "category": "multi_operation", "difficulty": "core", "text": "Cut opex by 6% and grow revenue by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.06}, {\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.04}]}"}
123
+ {"id": "gen_multi_04", "category": "multi_operation", "difficulty": "core", "text": "Reduce inventory by 10% and increase cash by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.1}, {\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
124
+ {"id": "gen_multi_05", "category": "multi_operation", "difficulty": "core", "text": "Increase price by 5%, grow volume by 8%, and cut COGS by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
125
+ {"id": "gen_scn_00", "category": "scenario", "difficulty": "core", "text": "Base scenario: no changes. Upside scenario: revenue grows 10%. Downside scenario: revenue falls 8% and COGS rises 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"upside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}, {\"name\": \"downside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.05}]}]}"}
126
+ {"id": "gen_scn_02", "category": "scenario", "difficulty": "core", "text": "Optimistic scenario: revenue grows 15%. Pessimistic scenario: revenue falls 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"optimistic\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.15}]}, {\"name\": \"pessimistic\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.1}]}]}"}
127
+ {"id": "gen_amb_00", "category": "ambiguous", "difficulty": "core", "text": "Improve margins.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
128
+ {"id": "gen_amb_01", "category": "ambiguous", "difficulty": "core", "text": "Grow revenue significantly.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
129
+ {"id": "gen_amb_03", "category": "ambiguous", "difficulty": "core", "text": "Improve cash flow next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
130
+ {"id": "gen_amb_05", "category": "ambiguous", "difficulty": "core", "text": "Sales should improve.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
131
+ {"id": "gen_amb_06", "category": "ambiguous", "difficulty": "core", "text": "We want a healthier balance sheet.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
132
+ {"id": "gen_amb_07", "category": "ambiguous", "difficulty": "core", "text": "Optimise working capital.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
133
+ {"id": "gen_amb_08", "category": "ambiguous", "difficulty": "core", "text": "Adjust cogs.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
134
+ {"id": "gen_amb_09", "category": "ambiguous", "difficulty": "core", "text": "Do something about opex.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
135
+ {"id": "gen_amb_11", "category": "ambiguous", "difficulty": "core", "text": "Set revenue to 30%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
136
+ {"id": "gen_uns_03", "category": "unsupported", "difficulty": "core", "text": "Merge with a competitor.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
137
+ {"id": "gen_uns_04", "category": "unsupported", "difficulty": "core", "text": "Buy back shares.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
138
+ {"id": "gen_uns_05", "category": "unsupported", "difficulty": "core", "text": "Fire 100 employees.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
139
+ {"id": "gen_uns_08", "category": "unsupported", "difficulty": "core", "text": "Hire 50 new engineers.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
140
+ {"id": "gen_uns_09", "category": "unsupported", "difficulty": "core", "text": "Cut headcount by 200.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
141
+ {"id": "gen_uns_10", "category": "unsupported", "difficulty": "core", "text": "Take the company public.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
142
+ {"id": "gen_inv_02", "category": "invalid", "difficulty": "core", "text": "Increase opex by $3,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 3000000.0, \"currency\": \"USD\"}]}"}
143
+ {"id": "gen_inv_04", "category": "invalid", "difficulty": "core", "text": "Set opex to 30 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 30.0, \"unit\": \"days\"}]}"}
data/intentbench_v1.jsonl ADDED
@@ -0,0 +1,183 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"id": "canon_relative_change", "category": "valid_simple", "difficulty": "core", "text": "Increase COGS by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.04}]}"}
2
+ {"id": "canon_absolute_change", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000, \"currency\": \"ZAR\"}]}"}
3
+ {"id": "canon_set_days", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60, \"unit\": \"days\"}]}"}
4
+ {"id": "canon_multi_operation", "category": "multi_operation", "difficulty": "core", "text": "Revenue falls 8%, COGS rises 3%, and extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.03}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60, \"unit\": \"days\"}]}"}
5
+ {"id": "canon_scenario", "category": "scenario", "difficulty": "core", "text": "Model three scenarios: Base scenario: no changes. Upside scenario: revenue grows 10%. Downside scenario: revenue falls 8% and COGS rises 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"upside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}, {\"name\": \"downside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.05}]}]}"}
6
+ {"id": "canon_ambiguous", "category": "ambiguous", "difficulty": "core", "text": "Improve margins next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"reason\": \"No quantitative margin target was specified.\", \"operations\": []}"}
7
+ {"id": "canon_unsupported", "category": "unsupported", "difficulty": "core", "text": "Acquire our largest competitor.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"reason\": \"Acquiring a competitor cannot be represented as a FinIR model mutation.\", \"operations\": []}"}
8
+ {"id": "canon_invalid_currency", "category": "invalid", "difficulty": "core", "text": "Increase revenue by USD 2,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 2000000, \"currency\": \"USD\"}]}"}
9
+ {"id": "canon_invalid_type", "category": "invalid", "difficulty": "core", "text": "Set COGS to 60 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cogs\", \"value\": 60, \"unit\": \"days\"}]}"}
10
+ {"id": "valid_revenue_relative", "category": "valid_simple", "difficulty": "core", "text": "Increase revenue by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
11
+ {"id": "valid_revenue_set", "category": "valid_simple", "difficulty": "core", "text": "Set revenue to R550,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"revenue\", \"value\": 550000000.0, \"currency\": \"ZAR\"}]}"}
12
+ {"id": "valid_cogs_absolute", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by R15,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cogs\", \"value\": -15000000.0, \"currency\": \"ZAR\"}]}"}
13
+ {"id": "valid_price_relative", "category": "valid_simple", "difficulty": "core", "text": "Cut price by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": -0.05}]}"}
14
+ {"id": "valid_volume_relative", "category": "valid_simple", "difficulty": "core", "text": "Increase volume by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.1}]}"}
15
+ {"id": "valid_payment_terms_range_phrasing", "category": "valid_simple", "difficulty": "core", "text": "Payment terms move from 30 to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
16
+ {"id": "valid_accounts_payable_absolute", "category": "valid_simple", "difficulty": "core", "text": "Change accounts payable by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
17
+ {"id": "valid_inventory_relative", "category": "valid_simple", "difficulty": "core", "text": "Reduce inventory by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.15}]}"}
18
+ {"id": "valid_capex_absolute", "category": "valid_simple", "difficulty": "core", "text": "Increase capex by R10,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 10000000.0, \"currency\": \"ZAR\"}]}"}
19
+ {"id": "valid_debt_absolute", "category": "valid_simple", "difficulty": "core", "text": "Reduce debt by R20,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -20000000.0, \"currency\": \"ZAR\"}]}"}
20
+ {"id": "valid_interest_rate_set", "category": "valid_simple", "difficulty": "core", "text": "Set the interest rate to 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.08, \"unit\": \"percentage\"}]}"}
21
+ {"id": "valid_cash_absolute", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
22
+ {"id": "multi_brief_example", "category": "multi_operation", "difficulty": "core", "text": "What happens if COGS rises by 6% and customer payment terms move from 30 to 60 days?", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.06}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
23
+ {"id": "multi_three_targets", "category": "multi_operation", "difficulty": "core", "text": "Revenue grows 5%, opex falls 4%, and cash increases by R3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.04}, {\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0, \"currency\": \"ZAR\"}]}"}
24
+ {"id": "multi_capex_debt", "category": "multi_operation", "difficulty": "core", "text": "Increase capex by R8,000,000 and reduce debt by R12,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 8000000.0, \"currency\": \"ZAR\"}, {\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -12000000.0, \"currency\": \"ZAR\"}]}"}
25
+ {"id": "ambiguous_sales_vague", "category": "ambiguous", "difficulty": "core", "text": "Sales should grow significantly.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
26
+ {"id": "ambiguous_costs_vague", "category": "ambiguous", "difficulty": "core", "text": "Reduce costs a little.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
27
+ {"id": "ambiguous_ebitda_vague", "category": "ambiguous", "difficulty": "core", "text": "Make EBITDA better.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
28
+ {"id": "ambiguous_no_target", "category": "ambiguous", "difficulty": "core", "text": "Let's make the business healthier this year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
29
+ {"id": "ambiguous_duplicate_targets", "category": "ambiguous", "difficulty": "core", "text": "Increase revenue by 5% and also cut revenue by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
30
+ {"id": "unsupported_ipo", "category": "unsupported", "difficulty": "core", "text": "Take the company public with an IPO next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
31
+ {"id": "unsupported_layoff", "category": "unsupported", "difficulty": "core", "text": "Lay off half of the sales team.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
32
+ {"id": "unsupported_lawsuit", "category": "unsupported", "difficulty": "core", "text": "We are facing a lawsuit from a former supplier.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
33
+ {"id": "invalid_currency_capex", "category": "invalid", "difficulty": "core", "text": "Increase capex by USD 1,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 1000000.0, \"currency\": \"USD\"}]}"}
34
+ {"id": "range_cogs", "category": "range", "difficulty": "core", "text": "Sweep COGS from 300,000,000 to 400,000,000 in 100 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"cogs\", \"min\": 300000000.0, \"max\": 400000000.0, \"steps\": 100}]}"}
35
+ {"id": "range_revenue", "category": "range", "difficulty": "core", "text": "Run a range on revenue from 400,000,000 to 600,000,000 in 50 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"revenue\", \"min\": 400000000.0, \"max\": 600000000.0, \"steps\": 50}]}"}
36
+ {"id": "scenario_two", "category": "scenario", "difficulty": "core", "text": "Base scenario: no changes. Stress scenario: cogs rises 12% and opex rises 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"stress\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.12}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.06}]}]}"}
37
+ {"id": "spelled_out_percent", "category": "valid_simple", "difficulty": "core", "text": "Bump top line up five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
38
+ {"id": "direction_word_trim", "category": "valid_simple", "difficulty": "core", "text": "We'd like to trim cogs by roughly 4 percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
39
+ {"id": "unlisted_alias_supplier_invoices", "category": "valid_simple", "difficulty": "core", "text": "Our supplier invoices should be paid down by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": -1000000.0, \"currency\": \"ZAR\"}]}"}
40
+ {"id": "range_explore_between_points", "category": "range", "difficulty": "core", "text": "Explore COGS between 300,000,000 and 400,000,000 across 100 points.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"cogs\", \"min\": 300000000.0, \"max\": 400000000.0, \"steps\": 100}]}"}
41
+ {"id": "spelled_out_money_rand", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by five million rand.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
42
+ {"id": "regression_direction_word_inside_supplier", "category": "valid_simple", "difficulty": "core", "text": "Reduce supplier costs by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.1}]}"}
43
+ {"id": "regression_direction_word_inside_group", "category": "valid_simple", "difficulty": "core", "text": "Decrease cogs for this group by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
44
+ {"id": "regression_unsupported_word_inside_emergency", "category": "valid_simple", "difficulty": "core", "text": "This is an emergent risk; increase cash by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 1000000.0, \"currency\": \"ZAR\"}]}"}
45
+ {"id": "regression_unsupported_word_inside_issue", "category": "valid_simple", "difficulty": "core", "text": "We have a cash flow issue and need to increase cash by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
46
+ {"id": "regression_unsupported_bankruptcy_inflection", "category": "unsupported", "difficulty": "core", "text": "The company filed for bankruptcy.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
47
+ {"id": "regression_unsupported_hiring_inflection", "category": "unsupported", "difficulty": "core", "text": "We are hiring new staff and increasing opex by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
48
+ {"id": "regression_unsupported_sued_inflection", "category": "unsupported", "difficulty": "core", "text": "We are being sued by a former supplier.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
49
+ {"id": "regression_set_to_percent_non_percentage_target", "category": "ambiguous", "difficulty": "core", "text": "Set opex to 45%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
50
+ {"id": "gen_rel_00_revenue", "category": "valid_simple", "difficulty": "core", "text": "Revenue should grow by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
51
+ {"id": "gen_rel_01_revenue", "category": "valid_simple", "difficulty": "core", "text": "Sales should increase by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.12}]}"}
52
+ {"id": "gen_rel_02_revenue", "category": "valid_simple", "difficulty": "core", "text": "The top line should raise by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.08}]}"}
53
+ {"id": "gen_rel_03_revenue", "category": "valid_simple", "difficulty": "core", "text": "Revenue should reduce by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.05}]}"}
54
+ {"id": "gen_rel_04_cogs", "category": "valid_simple", "difficulty": "core", "text": "COGS should cut by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
55
+ {"id": "gen_rel_05_cogs", "category": "valid_simple", "difficulty": "core", "text": "Cost of goods sold should reduce by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.07}]}"}
56
+ {"id": "gen_rel_06_cogs", "category": "valid_simple", "difficulty": "core", "text": "Cost of sales should trim by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
57
+ {"id": "gen_rel_07_cogs", "category": "valid_simple", "difficulty": "core", "text": "COGS should increase by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.06}]}"}
58
+ {"id": "gen_rel_08_opex", "category": "valid_simple", "difficulty": "core", "text": "Opex should lower by 9%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.09}]}"}
59
+ {"id": "gen_rel_09_opex", "category": "valid_simple", "difficulty": "core", "text": "Operating expenses should reduce by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.12}]}"}
60
+ {"id": "gen_rel_10_opex", "category": "valid_simple", "difficulty": "core", "text": "Operating costs should increase by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.04}]}"}
61
+ {"id": "gen_rel_11_inventory", "category": "valid_simple", "difficulty": "core", "text": "Inventory should reduce by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.15}]}"}
62
+ {"id": "gen_rel_12_inventory", "category": "valid_simple", "difficulty": "core", "text": "Stock levels should cut by 20%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.2}]}"}
63
+ {"id": "gen_rel_13_inventory", "category": "valid_simple", "difficulty": "core", "text": "Inventory levels should grow by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": 0.05}]}"}
64
+ {"id": "gen_rel_14_capex", "category": "valid_simple", "difficulty": "core", "text": "Capex should increase by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.1}]}"}
65
+ {"id": "gen_rel_15_capex", "category": "valid_simple", "difficulty": "core", "text": "Capital expenditure should raise by 25%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.25}]}"}
66
+ {"id": "gen_rel_16_capex", "category": "valid_simple", "difficulty": "core", "text": "Capital spending should cut by 30%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": -0.3}]}"}
67
+ {"id": "gen_rel_17_debt", "category": "valid_simple", "difficulty": "core", "text": "Debt should reduce by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.1}]}"}
68
+ {"id": "gen_rel_18_debt", "category": "valid_simple", "difficulty": "core", "text": "Total debt should lower by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.08}]}"}
69
+ {"id": "gen_rel_19_debt", "category": "valid_simple", "difficulty": "core", "text": "Borrowings should increase by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": 0.05}]}"}
70
+ {"id": "gen_rel_20_cash", "category": "valid_simple", "difficulty": "core", "text": "Cash should increase by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.12}]}"}
71
+ {"id": "gen_rel_21_cash", "category": "valid_simple", "difficulty": "core", "text": "The cash balance should grow by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.06}]}"}
72
+ {"id": "gen_rel_22_price", "category": "valid_simple", "difficulty": "core", "text": "Price should cut by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": -0.05}]}"}
73
+ {"id": "gen_rel_23_price", "category": "valid_simple", "difficulty": "core", "text": "The unit price should raise by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.08}]}"}
74
+ {"id": "gen_rel_24_price", "category": "valid_simple", "difficulty": "core", "text": "The selling price should increase by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.03}]}"}
75
+ {"id": "gen_rel_25_volume", "category": "valid_simple", "difficulty": "core", "text": "Volume should increase by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.1}]}"}
76
+ {"id": "gen_rel_26_volume", "category": "valid_simple", "difficulty": "core", "text": "Sales volume should grow by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.07}]}"}
77
+ {"id": "gen_rel_27_volume", "category": "valid_simple", "difficulty": "core", "text": "Units sold should boost by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.15}]}"}
78
+ {"id": "gen_rel_28_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Accounts payable should reduce by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"accounts_payable\", \"value\": -0.1}]}"}
79
+ {"id": "gen_rel_29_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Trade payables should cut by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"accounts_payable\", \"value\": -0.05}]}"}
80
+ {"id": "gen_rel_30_interest_rate", "category": "valid_simple", "difficulty": "core", "text": "The interest rate should raise by 2%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"interest_rate\", \"value\": 0.02}]}"}
81
+ {"id": "gen_rel_31_interest_rate", "category": "valid_simple", "difficulty": "core", "text": "The borrowing rate should increase by 1%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"interest_rate\", \"value\": 0.01}]}"}
82
+ {"id": "gen_rel2_00_revenue", "category": "valid_simple", "difficulty": "core", "text": "Grow sales by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
83
+ {"id": "gen_rel2_01_cogs", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.06}]}"}
84
+ {"id": "gen_rel2_02_opex", "category": "valid_simple", "difficulty": "core", "text": "Cut operating expenses by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.08}]}"}
85
+ {"id": "gen_rel2_03_debt", "category": "valid_simple", "difficulty": "core", "text": "Reduce borrowings by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.12}]}"}
86
+ {"id": "gen_rel2_04_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash on hand by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cash\", \"value\": 0.04}]}"}
87
+ {"id": "gen_rel2_05_inventory", "category": "valid_simple", "difficulty": "core", "text": "Lower inventory by 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.1}]}"}
88
+ {"id": "gen_rel2_06_price", "category": "valid_simple", "difficulty": "core", "text": "Raise price by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.06}]}"}
89
+ {"id": "gen_rel2_07_capex", "category": "valid_simple", "difficulty": "core", "text": "Trim capex by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": -0.15}]}"}
90
+ {"id": "gen_abs_01_opex", "category": "valid_simple", "difficulty": "core", "text": "Reduce operating costs by R8,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": -8000000.0, \"currency\": \"ZAR\"}]}"}
91
+ {"id": "gen_abs_02_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by R3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0, \"currency\": \"ZAR\"}]}"}
92
+ {"id": "gen_abs_03_cash", "category": "valid_simple", "difficulty": "core", "text": "Reduce the cash balance by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": -2000000.0, \"currency\": \"ZAR\"}]}"}
93
+ {"id": "gen_abs_05_capex", "category": "valid_simple", "difficulty": "core", "text": "Cut capital spending by R6,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": -6000000.0, \"currency\": \"ZAR\"}]}"}
94
+ {"id": "gen_abs_07_debt", "category": "valid_simple", "difficulty": "core", "text": "Increase total debt by R15,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": 15000000.0, \"currency\": \"ZAR\"}]}"}
95
+ {"id": "gen_abs_08_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Increase accounts payable by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
96
+ {"id": "gen_abs_09_accounts_payable", "category": "valid_simple", "difficulty": "core", "text": "Reduce trade payables by R1,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": -1000000.0, \"currency\": \"ZAR\"}]}"}
97
+ {"id": "gen_abs_10_inventory", "category": "valid_simple", "difficulty": "core", "text": "Increase inventory by R4,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"inventory\", \"value\": 4000000.0, \"currency\": \"ZAR\"}]}"}
98
+ {"id": "gen_abs_11_revenue", "category": "valid_simple", "difficulty": "core", "text": "Increase revenue by R25,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 25000000.0, \"currency\": \"ZAR\"}]}"}
99
+ {"id": "gen_abs_12_cogs", "category": "valid_simple", "difficulty": "core", "text": "Reduce COGS by R12,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cogs\", \"value\": -12000000.0, \"currency\": \"ZAR\"}]}"}
100
+ {"id": "gen_abs_13_price", "category": "valid_simple", "difficulty": "core", "text": "Increase the unit price by R100.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"price\", \"value\": 100.0, \"currency\": \"ZAR\"}]}"}
101
+ {"id": "gen_absnc_00_opex", "category": "valid_simple", "difficulty": "core", "text": "Increase opex by 7,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 7000000.0}]}"}
102
+ {"id": "gen_absnc_01_cash", "category": "valid_simple", "difficulty": "core", "text": "Increase cash by 3,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 3000000.0}]}"}
103
+ {"id": "gen_absnc_02_debt", "category": "valid_simple", "difficulty": "core", "text": "Increase debt by 5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": 5000000.0}]}"}
104
+ {"id": "gen_set_01_cogs", "category": "valid_simple", "difficulty": "core", "text": "Set COGS to R320,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cogs\", \"value\": 320000000.0, \"currency\": \"ZAR\"}]}"}
105
+ {"id": "gen_set_02_opex", "category": "valid_simple", "difficulty": "core", "text": "Set opex to R100,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 100000000.0, \"currency\": \"ZAR\"}]}"}
106
+ {"id": "gen_set_03_cash", "category": "valid_simple", "difficulty": "core", "text": "Set cash to R90,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"cash\", \"value\": 90000000.0, \"currency\": \"ZAR\"}]}"}
107
+ {"id": "gen_set_04_debt", "category": "valid_simple", "difficulty": "core", "text": "Set total debt to R180,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"debt\", \"value\": 180000000.0, \"currency\": \"ZAR\"}]}"}
108
+ {"id": "gen_set_05_price", "category": "valid_simple", "difficulty": "core", "text": "Set the unit price to R1,500.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"price\", \"value\": 1500.0, \"currency\": \"ZAR\"}]}"}
109
+ {"id": "gen_set_06_inventory", "category": "valid_simple", "difficulty": "core", "text": "Set inventory to R45,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"inventory\", \"value\": 45000000.0, \"currency\": \"ZAR\"}]}"}
110
+ {"id": "gen_set_07_capex", "category": "valid_simple", "difficulty": "core", "text": "Set capex to R70,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"capex\", \"value\": 70000000.0, \"currency\": \"ZAR\"}]}"}
111
+ {"id": "gen_days_00", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 45 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 45.0, \"unit\": \"days\"}]}"}
112
+ {"id": "gen_days_01", "category": "valid_simple", "difficulty": "core", "text": "Set customer payment terms to 90 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 90.0, \"unit\": \"days\"}]}"}
113
+ {"id": "gen_days_02", "category": "valid_simple", "difficulty": "core", "text": "Change credit terms to 75 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 75.0, \"unit\": \"days\"}]}"}
114
+ {"id": "gen_days_04", "category": "valid_simple", "difficulty": "core", "text": "Extend payment terms to 120 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 120.0, \"unit\": \"days\"}]}"}
115
+ {"id": "gen_pct_01", "category": "valid_simple", "difficulty": "core", "text": "Set the borrowing rate to 10.5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.105, \"unit\": \"percentage\"}]}"}
116
+ {"id": "gen_pct_02", "category": "valid_simple", "difficulty": "core", "text": "Set the interest rate to 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"interest_rate\", \"value\": 0.07, \"unit\": \"percentage\"}]}"}
117
+ {"id": "gen_rng_02", "category": "range", "difficulty": "core", "text": "Explore opex between 100,000,000 and 150,000,000 across 25 points.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"opex\", \"min\": 100000000.0, \"max\": 150000000.0, \"steps\": 25}]}"}
118
+ {"id": "gen_rng_03", "category": "range", "difficulty": "core", "text": "Scan debt from 150,000,000 to 250,000,000 in 20 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"debt\", \"min\": 150000000.0, \"max\": 250000000.0, \"steps\": 20}]}"}
119
+ {"id": "gen_rng_04", "category": "range", "difficulty": "core", "text": "Grid capex from 40,000,000 to 80,000,000 in 40 steps.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"range\", \"target\": \"capex\", \"min\": 40000000.0, \"max\": 80000000.0, \"steps\": 40}]}"}
120
+ {"id": "gen_multi_00", "category": "multi_operation", "difficulty": "core", "text": "Revenue grows 5% and COGS rises 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.03}]}"}
121
+ {"id": "gen_multi_02", "category": "multi_operation", "difficulty": "core", "text": "Revenue falls 8%, COGS rises 4%, and extend payment terms to 60 days.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.04}, {\"operation\": \"set\", \"target\": \"payment_terms\", \"value\": 60.0, \"unit\": \"days\"}]}"}
122
+ {"id": "gen_multi_03", "category": "multi_operation", "difficulty": "core", "text": "Cut opex by 6% and grow revenue by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.06}, {\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.04}]}"}
123
+ {"id": "gen_multi_04", "category": "multi_operation", "difficulty": "core", "text": "Reduce inventory by 10% and increase cash by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.1}, {\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
124
+ {"id": "gen_multi_05", "category": "multi_operation", "difficulty": "core", "text": "Increase price by 5%, grow volume by 8%, and cut COGS by 3%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"volume\", \"value\": 0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
125
+ {"id": "gen_scn_00", "category": "scenario", "difficulty": "core", "text": "Base scenario: no changes. Upside scenario: revenue grows 10%. Downside scenario: revenue falls 8% and COGS rises 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"base\", \"operations\": []}, {\"name\": \"upside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}, {\"name\": \"downside\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.08}, {\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": 0.05}]}]}"}
126
+ {"id": "gen_scn_02", "category": "scenario", "difficulty": "core", "text": "Optimistic scenario: revenue grows 15%. Pessimistic scenario: revenue falls 10%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"scenarios\": [{\"name\": \"optimistic\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.15}]}, {\"name\": \"pessimistic\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": -0.1}]}]}"}
127
+ {"id": "gen_amb_00", "category": "ambiguous", "difficulty": "core", "text": "Improve margins.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
128
+ {"id": "gen_amb_01", "category": "ambiguous", "difficulty": "core", "text": "Grow revenue significantly.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
129
+ {"id": "gen_amb_03", "category": "ambiguous", "difficulty": "core", "text": "Improve cash flow next year.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
130
+ {"id": "gen_amb_05", "category": "ambiguous", "difficulty": "core", "text": "Sales should improve.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
131
+ {"id": "gen_amb_06", "category": "ambiguous", "difficulty": "core", "text": "We want a healthier balance sheet.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
132
+ {"id": "gen_amb_07", "category": "ambiguous", "difficulty": "core", "text": "Optimise working capital.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
133
+ {"id": "gen_amb_08", "category": "ambiguous", "difficulty": "core", "text": "Adjust cogs.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
134
+ {"id": "gen_amb_09", "category": "ambiguous", "difficulty": "core", "text": "Do something about opex.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
135
+ {"id": "gen_amb_11", "category": "ambiguous", "difficulty": "core", "text": "Set revenue to 30%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
136
+ {"id": "gen_uns_03", "category": "unsupported", "difficulty": "core", "text": "Merge with a competitor.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
137
+ {"id": "gen_uns_04", "category": "unsupported", "difficulty": "core", "text": "Buy back shares.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
138
+ {"id": "gen_uns_05", "category": "unsupported", "difficulty": "core", "text": "Fire 100 employees.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
139
+ {"id": "gen_uns_08", "category": "unsupported", "difficulty": "core", "text": "Hire 50 new engineers.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
140
+ {"id": "gen_uns_09", "category": "unsupported", "difficulty": "core", "text": "Cut headcount by 200.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
141
+ {"id": "gen_uns_10", "category": "unsupported", "difficulty": "core", "text": "Take the company public.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
142
+ {"id": "gen_inv_02", "category": "invalid", "difficulty": "core", "text": "Increase opex by $3,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 3000000.0, \"currency\": \"USD\"}]}"}
143
+ {"id": "gen_inv_04", "category": "invalid", "difficulty": "core", "text": "Set opex to 30 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 30.0, \"unit\": \"days\"}]}"}
144
+ {"id": "st_verb_00", "category": "valid_simple", "difficulty": "stress", "text": "Slash opex by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.12}]}"}
145
+ {"id": "st_verb_01", "category": "valid_simple", "difficulty": "stress", "text": "Shave 3% off COGS.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
146
+ {"id": "st_verb_02", "category": "valid_simple", "difficulty": "stress", "text": "Pare back inventory by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.08}]}"}
147
+ {"id": "st_verb_03", "category": "valid_simple", "difficulty": "stress", "text": "Ramp up capex by 20%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.2}]}"}
148
+ {"id": "st_verb_04", "category": "valid_simple", "difficulty": "stress", "text": "Shrink debt by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.15}]}"}
149
+ {"id": "st_verb_05", "category": "valid_simple", "difficulty": "stress", "text": "Dial back opex by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.05}]}"}
150
+ {"id": "st_verb_06", "category": "valid_simple", "difficulty": "stress", "text": "Push the selling price up by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.07}]}"}
151
+ {"id": "st_verb_07", "category": "valid_simple", "difficulty": "stress", "text": "Let revenue climb by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
152
+ {"id": "st_sfx_00", "category": "valid_simple", "difficulty": "stress", "text": "Increase opex by R5m.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
153
+ {"id": "st_sfx_01", "category": "valid_simple", "difficulty": "stress", "text": "Reduce debt by R20m.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -20000000.0, \"currency\": \"ZAR\"}]}"}
154
+ {"id": "st_sfx_02", "category": "valid_simple", "difficulty": "stress", "text": "Grow cash by R500k.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 500000.0, \"currency\": \"ZAR\"}]}"}
155
+ {"id": "st_sfx_03", "category": "valid_simple", "difficulty": "stress", "text": "Increase capex by R1.2bn.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 1200000000.0, \"currency\": \"ZAR\"}]}"}
156
+ {"id": "st_frac_00", "category": "valid_simple", "difficulty": "stress", "text": "Reduce COGS by a fifth.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.2}]}"}
157
+ {"id": "st_frac_01", "category": "valid_simple", "difficulty": "stress", "text": "Grow revenue by a tenth.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}"}
158
+ {"id": "st_frac_02", "category": "valid_simple", "difficulty": "stress", "text": "Double the unit price.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 1.0}]}"}
159
+ {"id": "st_frac_03", "category": "valid_simple", "difficulty": "stress", "text": "Halve inventory.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.5}]}"}
160
+ {"id": "st_idiom_00", "category": "valid_simple", "difficulty": "stress", "text": "Knock 4% off COGS.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
161
+ {"id": "st_idiom_01", "category": "valid_simple", "difficulty": "stress", "text": "Add R5,000,000 to opex.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
162
+ {"id": "st_idiom_02", "category": "valid_simple", "difficulty": "stress", "text": "Take opex up by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
163
+ {"id": "st_idiom_03", "category": "valid_simple", "difficulty": "stress", "text": "Bring debt down by R10,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -10000000.0, \"currency\": \"ZAR\"}]}"}
164
+ {"id": "st_idiom_04", "category": "valid_simple", "difficulty": "stress", "text": "Trim the fat from opex by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.08}]}"}
165
+ {"id": "st_ok_00", "category": "valid_simple", "difficulty": "stress", "text": "We'd like to increase revenue by roughly 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
166
+ {"id": "st_ok_01", "category": "valid_simple", "difficulty": "stress", "text": "Please reduce COGS by about 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.05}]}"}
167
+ {"id": "st_ok_02", "category": "valid_simple", "difficulty": "stress", "text": "Go ahead and grow the top line by five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
168
+ {"id": "st_ok_03", "category": "valid_simple", "difficulty": "stress", "text": "Bump opex up five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.05}]}"}
169
+ {"id": "st_ok_04", "category": "multi_operation", "difficulty": "stress", "text": "Grow revenue by 5% while cutting opex by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.04}]}"}
170
+ {"id": "st_tgt_00", "category": "valid_simple", "difficulty": "stress", "text": "Increase AP by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
171
+ {"id": "st_tgt_01", "category": "valid_simple", "difficulty": "stress", "text": "Cut CoGS by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
172
+ {"id": "st_tgt_02", "category": "valid_simple", "difficulty": "stress", "text": "Reduce the wage bill by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.06}]}"}
173
+ {"id": "st_amb_conflict_butalso", "category": "ambiguous", "difficulty": "stress", "text": "Grow cogs by 4% but also reduce cogs by 2%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
174
+ {"id": "st_amb_00", "category": "ambiguous", "difficulty": "stress", "text": "Tighten up spending.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
175
+ {"id": "st_amb_01", "category": "ambiguous", "difficulty": "stress", "text": "Give margins a boost.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
176
+ {"id": "st_amb_02", "category": "ambiguous", "difficulty": "stress", "text": "Bring costs under control.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
177
+ {"id": "st_amb_03", "category": "ambiguous", "difficulty": "stress", "text": "Materially de-risk the balance sheet.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
178
+ {"id": "st_uns_00", "category": "unsupported", "difficulty": "stress", "text": "Spin off the retail division.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
179
+ {"id": "st_uns_01", "category": "unsupported", "difficulty": "stress", "text": "Issue new equity to raise capital.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
180
+ {"id": "st_uns_02", "category": "unsupported", "difficulty": "stress", "text": "Relocate the head office to Cape Town.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
181
+ {"id": "st_uns_03", "category": "unsupported", "difficulty": "stress", "text": "Replace the CEO.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
182
+ {"id": "st_inv_00", "category": "invalid", "difficulty": "stress", "text": "Grow revenue by USD 2,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 2000000.0, \"currency\": \"USD\"}]}"}
183
+ {"id": "st_inv_01", "category": "invalid", "difficulty": "stress", "text": "Push opex to 40 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 40.0, \"unit\": \"days\"}]}"}
data/stress.jsonl ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"id": "st_verb_00", "category": "valid_simple", "difficulty": "stress", "text": "Slash opex by 12%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.12}]}"}
2
+ {"id": "st_verb_01", "category": "valid_simple", "difficulty": "stress", "text": "Shave 3% off COGS.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.03}]}"}
3
+ {"id": "st_verb_02", "category": "valid_simple", "difficulty": "stress", "text": "Pare back inventory by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.08}]}"}
4
+ {"id": "st_verb_03", "category": "valid_simple", "difficulty": "stress", "text": "Ramp up capex by 20%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"capex\", \"value\": 0.2}]}"}
5
+ {"id": "st_verb_04", "category": "valid_simple", "difficulty": "stress", "text": "Shrink debt by 15%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"debt\", \"value\": -0.15}]}"}
6
+ {"id": "st_verb_05", "category": "valid_simple", "difficulty": "stress", "text": "Dial back opex by 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.05}]}"}
7
+ {"id": "st_verb_06", "category": "valid_simple", "difficulty": "stress", "text": "Push the selling price up by 7%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 0.07}]}"}
8
+ {"id": "st_verb_07", "category": "valid_simple", "difficulty": "stress", "text": "Let revenue climb by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
9
+ {"id": "st_sfx_00", "category": "valid_simple", "difficulty": "stress", "text": "Increase opex by R5m.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
10
+ {"id": "st_sfx_01", "category": "valid_simple", "difficulty": "stress", "text": "Reduce debt by R20m.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -20000000.0, \"currency\": \"ZAR\"}]}"}
11
+ {"id": "st_sfx_02", "category": "valid_simple", "difficulty": "stress", "text": "Grow cash by R500k.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"cash\", \"value\": 500000.0, \"currency\": \"ZAR\"}]}"}
12
+ {"id": "st_sfx_03", "category": "valid_simple", "difficulty": "stress", "text": "Increase capex by R1.2bn.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"capex\", \"value\": 1200000000.0, \"currency\": \"ZAR\"}]}"}
13
+ {"id": "st_frac_00", "category": "valid_simple", "difficulty": "stress", "text": "Reduce COGS by a fifth.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.2}]}"}
14
+ {"id": "st_frac_01", "category": "valid_simple", "difficulty": "stress", "text": "Grow revenue by a tenth.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.1}]}"}
15
+ {"id": "st_frac_02", "category": "valid_simple", "difficulty": "stress", "text": "Double the unit price.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"price\", \"value\": 1.0}]}"}
16
+ {"id": "st_frac_03", "category": "valid_simple", "difficulty": "stress", "text": "Halve inventory.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"inventory\", \"value\": -0.5}]}"}
17
+ {"id": "st_idiom_00", "category": "valid_simple", "difficulty": "stress", "text": "Knock 4% off COGS.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
18
+ {"id": "st_idiom_01", "category": "valid_simple", "difficulty": "stress", "text": "Add R5,000,000 to opex.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
19
+ {"id": "st_idiom_02", "category": "valid_simple", "difficulty": "stress", "text": "Take opex up by R5,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"opex\", \"value\": 5000000.0, \"currency\": \"ZAR\"}]}"}
20
+ {"id": "st_idiom_03", "category": "valid_simple", "difficulty": "stress", "text": "Bring debt down by R10,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"debt\", \"value\": -10000000.0, \"currency\": \"ZAR\"}]}"}
21
+ {"id": "st_idiom_04", "category": "valid_simple", "difficulty": "stress", "text": "Trim the fat from opex by 8%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.08}]}"}
22
+ {"id": "st_ok_00", "category": "valid_simple", "difficulty": "stress", "text": "We'd like to increase revenue by roughly 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.06}]}"}
23
+ {"id": "st_ok_01", "category": "valid_simple", "difficulty": "stress", "text": "Please reduce COGS by about 5%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.05}]}"}
24
+ {"id": "st_ok_02", "category": "valid_simple", "difficulty": "stress", "text": "Go ahead and grow the top line by five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}]}"}
25
+ {"id": "st_ok_03", "category": "valid_simple", "difficulty": "stress", "text": "Bump opex up five percent.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": 0.05}]}"}
26
+ {"id": "st_ok_04", "category": "multi_operation", "difficulty": "stress", "text": "Grow revenue by 5% while cutting opex by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"revenue\", \"value\": 0.05}, {\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.04}]}"}
27
+ {"id": "st_tgt_00", "category": "valid_simple", "difficulty": "stress", "text": "Increase AP by R2,000,000.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"accounts_payable\", \"value\": 2000000.0, \"currency\": \"ZAR\"}]}"}
28
+ {"id": "st_tgt_01", "category": "valid_simple", "difficulty": "stress", "text": "Cut CoGS by 4%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"cogs\", \"value\": -0.04}]}"}
29
+ {"id": "st_tgt_02", "category": "valid_simple", "difficulty": "stress", "text": "Reduce the wage bill by 6%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"relative_change\", \"target\": \"opex\", \"value\": -0.06}]}"}
30
+ {"id": "st_amb_conflict_butalso", "category": "ambiguous", "difficulty": "stress", "text": "Grow cogs by 4% but also reduce cogs by 2%.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
31
+ {"id": "st_amb_00", "category": "ambiguous", "difficulty": "stress", "text": "Tighten up spending.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
32
+ {"id": "st_amb_01", "category": "ambiguous", "difficulty": "stress", "text": "Give margins a boost.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
33
+ {"id": "st_amb_02", "category": "ambiguous", "difficulty": "stress", "text": "Bring costs under control.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
34
+ {"id": "st_amb_03", "category": "ambiguous", "difficulty": "stress", "text": "Materially de-risk the balance sheet.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"ambiguous\", \"operations\": []}"}
35
+ {"id": "st_uns_00", "category": "unsupported", "difficulty": "stress", "text": "Spin off the retail division.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
36
+ {"id": "st_uns_01", "category": "unsupported", "difficulty": "stress", "text": "Issue new equity to raise capital.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
37
+ {"id": "st_uns_02", "category": "unsupported", "difficulty": "stress", "text": "Relocate the head office to Cape Town.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
38
+ {"id": "st_uns_03", "category": "unsupported", "difficulty": "stress", "text": "Replace the CEO.", "execution_expectation": "", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"unsupported\", \"operations\": []}"}
39
+ {"id": "st_inv_00", "category": "invalid", "difficulty": "stress", "text": "Grow revenue by USD 2,000,000.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"absolute_change\", \"target\": \"revenue\", \"value\": 2000000.0, \"currency\": \"USD\"}]}"}
40
+ {"id": "st_inv_01", "category": "invalid", "difficulty": "stress", "text": "Push opex to 40 days.", "execution_expectation": "semantic_reject", "expected_intent": "{\"schema_version\": \"1.0\", \"status\": \"valid\", \"operations\": [{\"operation\": \"set\", \"target\": \"opex\", \"value\": 40.0, \"unit\": \"days\"}]}"}