core/evals/gsm8k_math/train_sample
Shay 23c126ebe0 feat(ADR-0131.G): GSM8K coverage probe — honest baseline + capability-first iteration discipline
ADR-0131 deferred GSM8K because it rewards paraphrase flexibility,
which is the deterministic engine's structural weakness. This ADR
re-engages it on architecture-aligned terms: as a *coverage probe*
of the bounded grammar + binding graph, not a promotion gate.

The framing pinned by this ADR:

  GSM8K is not a target. The model's capability is the target.
  GSM8K passing is the symptom of capability, not the goal of
  the work.

Wrong mindset (rejected by ADR's iteration discipline):
  "Find templates that admit more GSM8K cases."

Right mindset (load-bearing):
  "Extend the model's NL-to-typed-graph capability along
  principled axes (verb classes, comparative structures, numeric
  forms, multi-clause grammar). GSM8K admission rises as a
  side effect alongside every other word-problem corpus."

Baseline pinned by this commit:

  admission_rate: 0/50 = 0.0%
  admitted_wrong: 0  (gate intact, safety rail bulletproof)
  refused:        50/50 = 100.0%

Every refusal is a typed parser error citing the specific clause
that did not match a template. Zero crashes, zero confabulations
— refusal-first works perfectly at admission rate zero.

What's in this PR:

- ``docs/decisions/ADR-0131.G-gsm8k-coverage-probe.md``: the ADR.
  Cites parents (ADR-0131, -0115/-0116/-0117, -0131.3, -0132..-0135).
  Documents the capability-first iteration discipline that every
  subsequent ADR-0131.G.<n> must follow:
    1. Name a single capability axis the iteration extends
    2. Add B3-style curated coverage cases (capability proves
       itself OUTSIDE GSM8K)
    3. Re-run both B3 lane + GSM8K probe; B3 must not regress
    4. Reject any expansion that only moves GSM8K admission

- ``evals/gsm8k_math/train_sample/v1/run_coverage_probe.py``:
  pure-adapter wrapper around the existing run_lane. Emits a
  deterministic train_sample_coverage_report.json with metrics,
  per-case outcomes, and the top refused-reason families (the
  work queue for capability extension).

- ``evals/gsm8k_math/train_sample/v1/train_sample_coverage_report.json``:
  the baseline report. Diff-able artifact every future iteration
  moves.

- ``tests/test_adr_0131_G_gsm8k_coverage_probe.py``: 8 contract
  tests pinning the safety rail (admitted_wrong == 0), typed
  refusal invariant (every refused case has non-empty reason),
  closed outcome vocabulary, deterministic replay, committed-
  report matches fresh-run.

The promotion-gate composite (B1 + B2 + B3) is unaffected.
ADR-0131.4 still consumes those three. The GSM8K probe is
empirical context for honest external claims, not a gate.
2026-05-23 13:17:04 -07:00
..
v1 feat(ADR-0131.G): GSM8K coverage probe — honest baseline + capability-first iteration discipline 2026-05-23 13:17:04 -07:00
__init__.py feat(gsm8k): ADR-0126 P6 — train-sample runner + exit-criterion gate 2026-05-23 06:33:06 -07:00