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Publish nested-reference MP-OPD probe 01c7bf4d

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MP-OPD-MULTIREF.md ADDED
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+ # Nested 1/4/8-reference mechanics probe
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+
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+ Prepare4 groups of13 unique prompts: one rollout,8 select,4 eval. Select pools
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+ are nested prefixes1/4/8, predetermined by a preparation seed, never chosen by
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+ eval. Mean outer NLL equally weights references; each reference is token-mean.
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+ One rollout and teacher credit computation per group, reused across counts.
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+ Frozen adapter and model are unchanged across candidates. Weighting networks
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+ start identically and train independently per count on earlier select groups.
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+ Eval never trains or selects; all count outcomes are reported. Four groups
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+ remain four independent units, not12. The ordinary summary describes the
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+ largest count; paired-select-counts.json and results.jsonl include all counts.
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+ Checkpoint weighting.pt is the largest-count network; weighting-select-N.pt
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+ files retain each count. This is not a resume-complete training checkpoint.
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+
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+ ## Company run, only after a new HF bundle pull
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+
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+ From the new isolated source checkout returned by the existing HF pull flow:
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+
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+ ```bash
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+ bash "$ABC_WORK/source/experiments/runai/transfer/04-prepare-multiref.sh"
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+ # Explicit GPU boundary; only after the card is free and not reserved by eval:
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+ bash "$ABC_WORK/source/experiments/runai/transfer/05-run-multiref.sh" 1
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+ ```
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+
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+ Prepare reuses the pinned selected.parquet or downloads its pinned HF revision
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+ if missing, verifies SHA256, excludes all conflicting-reference prompt groups,
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+ and writes a new exclusive file. This default source potentially appeared in
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+ SFT: results are mechanics only, not unseen-data generalization evidence.
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+ All52 selected prompts are disjoint across roles/groups, but no claim of
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+ semantic deduplication or exclusion from external model pretraining is made.
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+ For a scientific test, prepare a separate authorized train/dev reference source
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+ and use --exclude-prompts for SFT/train/prior probe sets. Never use benchmark
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+ test references. Keep the evaluation reference set fixed across select counts.
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+
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+ Runner uses exact company SFT Gemma and Qwen7B paths, FP32, maxnew64,
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+ virtualLR.1, maxref1024,15-minute timeout. Long references fail rather than
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+ truncate. It refuses the eval queue's GPU lock or >=1GiB occupied VRAM, so do
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+ not stop eval to make room. A timeout preserves partial logs and returns124;
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+ partial groups are not efficacy evidence. No automatic W&B upload.
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+
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+ ## Validation
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+
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+ CPU fake-HF end-to-end tests cover legacy and1/4/8 modes, unchanged real
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+ parameters, identical atomic eval NLL across counts, fixed eval IDs, nested
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+ select counts, independent group accounting, overlap rejection, and analytical
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+ gradients of the mean-reference objective. The multi-reference path completed on Modal A100-80GB (lhtu05), app
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+ ap-uR42YdE7fVsJg3tbfZYE5h, source ee28346: four synthetic groups, base
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+ Gemma-2-2b-it / Phi-4-mini, FP32, virtual LR 0.1. Company SFT/Qwen remains
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+ unexecuted. See MP_OPD_OVERNIGHT_20260910.md for results and limitations.
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