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README.md

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+---
+license: cc-by-4.0
+language:
+  - kab
+language_bcp47:
+  - kab-Latn
+size_categories:
+  - 100K<n<1M
+task_categories:
+  - token-classification
+  - text2text-generation
+task_ids:
+  - lemmatization
+  - part-of-speech
+pretty_name: KabLex — Kabyle lexicon and pronunciation dictionary
+tags:
+  - kabyle
+  - taqbaylit
+  - berber
+  - tamazight
+  - low-resource
+  - lexicon
+  - morphology
+  - grapheme-to-phoneme
+configs:
+  - config_name: lexicon
+    data_files:
+      - split: train
+        path: lexicon/train.jsonl
+  - config_name: pronunciations
+    data_files:
+      - split: train
+        path: pronunciations/train.jsonl
+---
+
+# KabLex
+
+A lexical layer for Kabyle (Taqbaylit, `kab`, Latin script), from the
+[AƔBALU](https://huggingface.co/agbalu) project.
+
+**366,892 lexical entries** merged from three permissively licensed sources and normalised to
+one orthography, plus **25,642 word–pronunciation pairs** aligned from sentence-level
+grapheme-to-phoneme data.
+
+```python
+from datasets import load_dataset
+
+lex = load_dataset("agbalu/KabLex", "lexicon", split="train")
+ipa = load_dataset("agbalu/KabLex", "pronunciations", split="train")
+```
+
+## `lexicon`
+
+366,892 entries — 234,936 distinct surface forms over 17,090 lemmas, 2,408 of them multiword.
+
+| field | |
+|---|---|
+| `form` | the surface form, normalised |
+| `lemma` | its lemma, where the source gives one |
+| `upos` | Universal POS tag, where the source gives one |
+| `feats` | morphological or domain features, UD-style, where present |
+| `glosses` | list of `{lang, text}` — 9,658 entries carry at least one |
+| `source` | the registry id this entry came from |
+| `licence` | that source's licence |
+
+| POS | entries |
+|---|---|
+| `VERB` | 345,057 |
+| unlabelled | 15,357 |
+| `NOUN` | 5,603 |
+| `PROPN` | 287 |
+| `PART` | 249 |
+| `ADJ`, `ADV`, `INTJ`, others | 246 |
+
+**The distribution is a property of the sources, not of Kabyle.** 94% of the entries are
+verb forms because the largest contributing source is an inflected verb list. Treat this as
+a wide verbal paradigm resource with a thin nominal layer, not as a balanced dictionary.
+
+### Composition
+
+| source | entries | licence |
+|---|---|---|
+| `hf.boffire.kabyle-verbs` | 342,257 | CC-BY-4.0 |
+| `hf.boffire.hunspell-kab` | 20,967 | MIT |
+| `hf.agurzil.tafsut-maths-lexicon` | 3,668 | CC-BY-4.0 |
+
+### What was excluded, and why
+
+The built lexicon holds 395,834 entries. **28,942 are not published here**, and the cut is
+made by code from each source's licence rather than by hand:
+
+- **8,554 entries** from an **ODbL** toponym source. ODbL §4.4 obliges a publicly used
+  derivative database to be offered under ODbL too, so including them would impose
+  share-alike on this whole release. ODbL is share-alike, not permissive — a distinction
+  that is easy to get wrong and that changes what a downstream user is allowed to do.
+- **20,388 entries** whose upstream licence could not be established. An unresolved licence
+  is not a permissive one. That source is independently available on the Hub.
+
+Anyone who wants the full set can rebuild it from the registry; the exclusions are
+mechanical and reproducible, not editorial.
+
+## `pronunciations`
+
+25,642 distinct words with an IPA pronunciation, aligned from 59,185 sentence-level pairs
+(99.53% alignment rate) over a 41-phoneme inventory.
+
+| field | |
+|---|---|
+| `word` | the orthographic word, normalised |
+| `ipa` | its most frequent pronunciation |
+| `variants` | list of `{ipa, count}` — every attested pronunciation with its frequency |
+
+**Ambiguity is 0.0%**: no word in this set has two pronunciations attested at comparable
+frequency. That is a property of the source, which is single-annotator, and not evidence
+that Kabyle has no heterophonic homographs.
+
+Source: `boffire/kabyle-g2p-training-data`, **CC0-1.0**.
+
+## Orthography
+
+Everything is normalised to one documented orthography — normaliser `1.3.0+rules1.0.0`, 81
+rules, zero idempotence violations over 931,342 sentences.
+
+This matters more for Kabyle than the phrase usually suggests. Two seed corpora in this
+project carry **2.60% and 3.19% homoglyph-corrupted rows** — Greek `ε` U+03B5 written for
+Latin `ɛ` U+025B — and published Kabyle tokenizer vocabularies have that corruption baked
+into their merges, at a measured **+17.8–21.3% token cost**.
+
+Kabyle legitimately uses `ɣ ɛ ḥ ḍ ṣ ṭ ẓ ṛ č ǧ ţ`, and the emphatic and spirantised
+distinctions carry meaning. Do not "clean" them away.
+
+## Known limits
+
+- **Not a balanced dictionary.** See the POS distribution above.
+- **`upos` is absent for 15,357 entries** and is the source's tag where present, not a
+  reviewed annotation.
+- Two upstream defects are known and *not* silently patched here: one source maps `ţ`→`ṭ`
+  against corpus evidence, and another tags `i` as `isem`. Both are owed as upstream reports.
+- **Glosses are mostly French**, reflecting the sources.
+- Nothing here is human-reviewed at scale. It is a merged, normalised, provenance-carrying
+  union of existing resources — which is exactly what did not exist before, and is not the
+  same thing as a curated dictionary.
+
+## Citation
+
+```bibtex
+@misc{agbalu_kablex,
+  title  = {KabLex: a Kabyle lexicon and pronunciation dictionary},
+  author = {AƔBALU},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/agbalu/KabLex}
+}
+```
+
+Please also cite the upstream sources listed under Composition.
+
+## Licence
+
+**CC-BY-4.0.** Every published entry is CC-BY-4.0 or MIT; CC-BY-4.0 is the more restrictive
+of the two and governs the release. The pronunciation config is CC0-1.0 upstream. Each row
+carries its own `licence` field, so a stricter subset can be cut by code.

dataset.stats.json

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+{
+  "repo": "KabLex",
+  "files": [
+    {
+      "config": "lexicon",
+      "split": "train",
+      "rows": 366892,
+      "path": "lexicon/train.jsonl",
+      "bytes": 68150726
+    },
+    {
+      "config": "pronunciations",
+      "split": "train",
+      "rows": 25642,
+      "path": "pronunciations/train.jsonl",
+      "bytes": 2397970
+    }
+  ],
+  "rows": 392534
+}

lexicon/train.jsonl

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