# Vocab-Trigger Instrument — Baseline Measurement **Tier S3** (generalization-arc-2026-07-24 §6). Implements the measurable test named in `docs/handoffs/COMPREHENSION-READER-AUDIT.md` (§Q5) — a refusal histogram split mechanism-vs-coverage plus an admissions-per-batch counter — generalized from the math reader (the audit's original subject) to the two composers this arc actually ships: `chat/deduction_surface.py` and `chat/curriculum_surface.py`. Implementation: `evals/vocab_trigger_instrument.py`; tests: `tests/test_vocab_trigger_instrument.py` (11, registered in the `deductive` suite). This document does not propose any pack/curriculum expansion. It reports where the two composers stand today and hands over a rerunnable instrument, per the standing doctrine ([[project-base-knowledge-pack-expansion-trigger]]): pack/base-knowledge expansion becomes load-bearing exactly when refusals shift from mechanism scope to vocabulary scope — surface that shift, don't act on it here. ## 1. The rule (closed, not invented) A decline is one of three classes: - **mechanism** — the reader/gate cannot parse the SHAPE (a closed-grammar gap: `sentence_shape_out_of_band`, `quantifier_out_of_band`, ...). - **coverage** — a term or relation the ratified content never taught (`untaught_vocabulary`, `out_of_curriculum` — the curriculum composer's own naming, taken verbatim, not reinterpreted). - **engine_refused** — a fully-read, well-formed argument the ROBDD engine itself declines (`inconsistent_premises`, `out_of_regime_or_malformed` from `generate/proof_chain/entail.py`). Neither a shape gap nor a vocabulary gap; no lexicon or curriculum batch moves this bucket. This third bucket was not in the brief's two-way framing and was found while building the instrument: an early version misattributed engine-declined arguments (read successfully, but self-contradictory) to whichever reader band happened to be tried last in the fallback cascade — a real bug, not a design choice, caught by `test_deduction_refusal_reason_recovers_engine_level_decline` pinning `"p. Not p. Therefore q."` to `(band="v1", reason="inconsistent_premises")` rather than a v6-EX shape reason it never actually hit. ## 2. Baseline measurement (2026-07-24, committed lane corpora) Run: `uv run python -m evals.vocab_trigger_instrument`. Deterministic — pure over `evals/deduction_serve/*/cases.jsonl`, `evals/curriculum_serve/*/cases.jsonl`, and the same production decision paths the lanes score against (`test_build_report_is_deterministic` pins byte-identical output across repeat runs). | composer | n | admitted | declined | mechanism | coverage | engine_refused | |---|---:|---:|---:|---:|---:|---:| | deduction | 166 | 126 | 40 | 35 | **0** | 5 | | curriculum | 32 | 26 | 6 | 2 | 4 | 0 | | **combined** | 198 | 152 | 46 | 37 | 4 | 5 | ### 2.1 Deduction: zero coverage-class refusals, and why that's correct Every one of the 40 declined deduction cases is mechanism (35, closed-shape gates — the largest single bucket is `v6_exist:mixed_structure_out_of_band` at 11) or engine_refused (5, all `inconsistent_premises` — 4 pinned Band-v1 contradiction probes plus one natural-English contradiction admitted by Band v2-EN). **Zero coverage refusals is the honest count, not a gap in this instrument**: none of the seven deduction bands read open vocabulary — they read a small closed set of connective/quantifier words (`generate/proof_chain/{english,member,cond_member,verb,exist}.py`), so there is no vocabulary axis for them to refuse on. A future band that reads open English prose (rather than a closed relation grammar) would be the first one this instrument could ever show a nonzero coverage count for. ### 2.2 Curriculum: the coverage axis is real and already exercised 4 of the physics split's 6 declines are coverage (3 `untaught_vocabulary`, 1 `out_of_curriculum`); the other 2 are mechanism (`question_shape_out_of_band`). This is the axis [[project-curriculum-grounded-serving]] and S6's volume quantification already describe from the ratified-chain-count side; this instrument confirms it from the refusal side using the SAME production decision path, independently. ## 3. How to use this for a future batch ``` uv run python -m evals.vocab_trigger_instrument --report before.json # ... ratify new curriculum content or widen a band's grammar ... uv run python -m evals.vocab_trigger_instrument --report after.json uv run python -m evals.vocab_trigger_instrument --compare before.json --report after.json ``` The last command prints the admitted-count delta per composer — the falsifiable measurement Option A of the audit's Q5 calls for, generalized: a real batch should move `admitted` up and the matching declined-class count down. No claim is made here about what that delta *should* be for any specific batch; that is content strategy, not this instrument's job. ## 4. Non-goals - Does not run against live chat traffic — only the committed, sealed lane corpora (adding a live-traffic feed would be a different, larger instrument and is not requested here). - Does not add a new SHA-pinned CI lane; the report is deterministic and could be pinned later if a gate on this split is wanted, but nothing requested that for Tier S. - Does not reclassify `ambiguous_reading` / `empty_curriculum` as coverage even though they are vocabulary-adjacent — only the two reasons the brief named explicitly are coverage-class (§1). Relates to [[project-base-knowledge-pack-expansion-trigger]], [[project-curriculum-grounded-serving]], [[project-generalization-arc]].