core/docs
Shay 5d1f1001f4 feat(adr-0174-phase3a): lookback re-evaluation operator + pronoun resolution substrate
ADR-0174 Phase 3a — substrate for held-hypothesis lookback.
Score unchanged at 3/47/0 (this PR is correctly-engineered
infrastructure; eval impact gated on ADR-0163.x recognizer expansion
documented in the follow-up brief).

Adds generate/comprehension/lookback.py:
- VALID_REFINEMENT_KINDS, VALID_UNRESOLVED_SLOTS — closed sets
  contracted with reader_trace consumer
- PronounResolution refinement dataclass (pronoun + resolved_to +
  evidence_source, all validated)
- Refinement Union (Phase 3b will widen with CompoundClauseExpansion)
- ReevaluateResult dataclass with admit/eliminate consistency
- reevaluate(hypothesis, refinement) operator — applies refinement,
  re-runs check_constraints, returns refined Hypothesis or None.
- _rebuild_candidate_with_resolved_actor — rebuilds
  CandidateOperation / CandidateInitial replacing the semantic actor
  field (op.actor / initial.entity) while preserving matched_actor_token
  / matched_entity_token as the pronoun (so grounding still passes
  against the held statement's source span).

Modifies generate/recognizer_match.py:
- _try_extract_discrete_count_anchor: pronoun-subject statements now
  emit anchors with subject_role=<pronoun> + requires_pronoun_resolution
  marker, rather than refusing at the _REFUSED_SUBJECT_TOKENS check.
  The other narrowness layers (clause split, verb whitelist) still
  refuse; only the pronoun layer changes.

Modifies generate/math_candidate_graph.py:
- After inject_from_match, when any parsed_anchor carries
  requires_pronoun_resolution, the candidates are held as Hypothesis
  objects with unresolved=('actor_pronoun',). The lookback path then
  resolves via the existing _discourse_prior_subjects map and runs
  PronounResolution refinements through reevaluate.  Resolved
  hypotheses flow into per_sentence_choices as if the regex parser
  had produced them; unresolved hypotheses drop cleanly (refusal-
  preferring).  Emits 'lookback' JSON trace events with
  outcome ∈ {admitted, eliminated, no_antecedent}.

Tests:
- tests/test_adr_0174_phase3_lookback.py — 17 acceptance tests
  covering operator semantics on Operation/Initial, dataclass
  invariants, closed-set constants, end-to-end wiring on synthetic
  problems, and wrong=0 preservation on train_sample.

Phase 3.1 follow-up brief:
- docs/handoff/PHASE-3.1-FOLLOWUP-RECOGNIZER-EXPANSION.md documents
  the empirical finding that the train_sample bottleneck is
  verb-coverage (recognizer scope, ADR-0163.x) not lookback
  (ADR-0174 scope). 11 verbs identified for HITL contemplation pass.
  Recommends sequencing: Phase 3a now (substrate), ADR-0163.x verb
  expansion next, Phase 3b after coverage matures.

Acceptance verified:
- 17/17 Phase 3a tests pass
- 95/95 existing tests pass (Phase 1 + Phase 2 + brief_11 + reader_phase2)
- Smoke 67/67, packs 141/141, lanes 8/8
- wrong=0 preserved, score unchanged 3/47/0 (intentional per brief)

Stacks on Phase 2 (PR #420). Rebases onto main after #416 + #420 land.
2026-05-28 10:49:20 -07:00
..
adr
architecture
audit fix(phase2): close W-006/W-010/W-013/W-014/W-019 operator decisions (#270) 2026-05-25 11:34:19 -07:00
briefs feat(W-019): learning-arc demo — engine-authored proposal from contemplation (ADR-0152) (#276) 2026-05-25 13:03:10 -07:00
curriculum
decisions docs(adr-0174): held-hypothesis comprehension with lookback and in-loop contemplation (proposed) 2026-05-28 07:56:57 -07:00
evals
handoff feat(adr-0174-phase3a): lookback re-evaluation operator + pronoun resolution substrate 2026-05-28 10:49:20 -07:00
handoffs docs(handoff): Brief 11 — Phase 2 reader closure + capability snapshot sequencing (#342) 2026-05-27 05:03:40 -07:00
implementation
plans docs(plan): add CORE general advancement path (#314) 2026-05-26 18:32:08 -07:00
research docs(epistemic): align audit terminology with runtime enum 2026-05-28 04:17:19 -07:00
sessions docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
workbench feat(W-028): chat surface + trace drawer (#303) 2026-05-26 13:22:11 -07:00
admissibility-exemplars.md feat(ADR-0163.B.2): four new exemplar corpora — discrete_count_statement, multiplicative_aggregation, currency_amount, plus temporal_aggregation v2 widening (#306) 2026-05-26 14:36:59 -07:00
capability_roadmap.md
ethics_packs.md
EVAL_AUDIT_2026-05-20.md
eval_methodology.md
formation_pipeline_plan.md
frontier_baselines.md
gaps.md
hitl-backpressure.md feat(ADR-0161.3): submission-time invariants — duplicate + dependent_on_pending auto-reject (#313) 2026-05-26 16:46:25 -07:00
holdout_recipients.txt
identity_packs.md
master-plan-post-substrate-audit.md docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
pack_inventory_2026-05-21.md
position_paper.md Update position_paper.md 2026-05-27 18:27:18 -07:00
PROGRESS.md docs(session): 2026-05-26 corridor closure — first GSM8K lift + workbench operational (#305) 2026-05-26 13:49:08 -07:00
recognizer-registry.md feat(ADR-0163.D): wire ratified RecognizerSpecs into math_candidate_graph admissibility surface (#302) 2026-05-26 13:11:47 -07:00
refusal-taxonomy.md feat(ADR-0163.A): refusal taxonomy lane — shape categorization of GSM8K admissibility gaps (#297) 2026-05-26 11:27:11 -07:00
reviewers.yaml fix(quarantine): drain all 60 quarantined tests — QUARANTINE=∅ (#267) 2026-05-25 11:22:12 -07:00
runtime_contracts.md
RUST.md
safety_packs.md
teaching_order.md
test-debt-quarantine.md ci: full-pytest gate + QUARANTINE registry (49 known failures, uv) (#263) 2026-05-25 06:21:04 -07:00
truth_seeking_schema.md
Whitepaper.md
Yellowpaper.md