core/evals
Shay a67a3cc465 feat(evals): deterministic_fluency lane — six structural predicates
Closes the gap the 2026-05-19 design review flagged:

  > Some evals are too permissive to protect fluency; they accept
  > fragments or ungrammatical strings.

This lane defines fluency as six DETERMINISTIC predicates over the
user-facing surface — no LLM judge, no embedding similarity, no
aesthetics.  Each predicate is a testable bool.

The six predicates:

  no_placeholder        — no ..., <pending>, <prior>, <empty>
  no_provenance_only    — surface is not bare structured disclosure
  complete_punctuation  — ends with . / ? / ! / ;
  finite_predicate_shape — at least one finite-verb token present
  no_dotted_inventory   — no 3+ dotted-paths joined by ;
  surface_provenance_match — grounding_source agrees with surface text

Each is a regex / substring check.  Subjective fluency (rhythm,
idiom, register) is deliberately out of scope — that would require
an LLM judge (doctrine violation) or human review (not CI-pinnable).

Baseline measured on current main (this commit, all v1 public cases):

  cases:                          15
  no_placeholder_rate:            1.0000   (hard floor — pinned)
  complete_punctuation_rate:      1.0000   (hard floor — pinned)
  finite_predicate_shape_rate:    1.0000   (>= 0.90 — pinned)
  no_provenance_only_rate:        1.0000   (varies — lift target)
  no_dotted_inventory_rate:       0.3333   (varies — lift target)
  surface_provenance_match_rate:  1.0000
  expected_predicates_pass_rate:  1.0000   (per-case contracts hold)

The dotted-inventory rate at 33% is the exact gap the gloss feature
is designed to close.  Today 10 of 15 cases emit surfaces like

  doubt — pack-grounded (en_core_meta_v1):
    meta.mental_state.uncertainty; meta.mental_state; cognition.epistemic.
    No session evidence yet.

After glosses land:

  Doubt is a mental state of uncertainty about a claim.
  Pack-grounded (en_core_meta_v1).

The lane records both metrics today; thresholds are extended in the
gloss-wiring commit so the rates DROP if the lift fails to land.

Files:

  evals/deterministic_fluency/contract.md
    The six predicates with implementation notes and pass thresholds.
    Documents which thresholds are pinned today vs. which are gloss-
    landing lift targets.
  evals/deterministic_fluency/public/v1/cases.jsonl
    15 cases across four categories: pack_definition (10),
    oov_invitation (2), cause_no_chain_unknown_domain (2),
    teaching_grounded (1).  Each case declares its own
    ``expected_predicates`` — the subset of the six it must satisfy
    today; e.g. OOV cases don't assert finite_predicate_shape because
    the invitation surface is intentionally explanatory.
  evals/deterministic_fluency/dev/cases.jsonl
    2 representative cases for fast iteration.
  evals/deterministic_fluency/runner.py
    Six predicate functions + framework-compliant run_lane.  Returns
    per-predicate rates + per-case predicate dicts so debugging a
    regression is one read of case_details away.
  tests/test_deterministic_fluency_lane.py
    14 contract tests covering: case-set integrity, valid predicate
    names, lane discovery, every predicate rate emitted, per-case
    predicates dict carries every signal, the three hard invariants
    (no_placeholder == 1, complete_punctuation == 1,
    finite_predicate_shape >= 0.90), expected_predicates_pass_rate
    == 1 (every case satisfies its own contract), lift-target
    metrics are recorded for the gloss-feature substrate.

Verification: 14/14 lane tests green on current main.
2026-05-19 07:16:44 -07:00
..
adversarial_identity
anti_regression feat(adr-0057): anti-regression demo — three-gate defense against learning harm 2026-05-18 10:52:23 -07:00
articulation_of_status
audit_tour
calibration
classical_literature_ood
cognition feat(adr-0060): correction acknowledgement carries corrected-topic lemma 2026-05-18 14:14:27 -07:00
cold_start_grounding feat(evals): cold_start_grounding lane — 44-prompt routing probe 2026-05-19 06:33:42 -07:00
compositionality
contradiction_detection
cross_domain_transfer
deterministic_fluency feat(evals): deterministic_fluency lane — six structural predicates 2026-05-19 07:16:44 -07:00
discourse_paragraph
elementary_mathematics_ood
english_fluency_ood
forward_semantic_control
foundational_biology_ood
foundational_physics_ood
grammatical_coverage
hebrew_fluency
identity_divergence feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
industry_demos fix(adr-0046): make forward-graph-constraint branch mergeable 2026-05-18 05:57:46 -07:00
inference_closure
introspection
koine_greek_fluency
learning_loop feat(adr-0064): cross-pack teaching chains + relations_chains_v1 seed (Phase 1.3+1.4) 2026-05-18 16:04:20 -07:00
long_context_cost feat(adr-0044, adr-0045): domain ethics pack + long-context comparison 2026-05-17 22:31:47 -07:00
monotonic_learning
multi_agent_composition
multi_step_reasoning
provenance
refusal_calibration feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
reports
results feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
sample_efficiency
symbolic_logic
teaching_injection_resistance
warmed_session_consistency feat(evals): warmed_session_consistency lane — pipeline override regression substrate 2026-05-19 07:13:41 -07:00
zero_code_domain_acquisition
__init__.py
baseline_runner.py
CLAIMS.md
cognition_cases.jsonl
framework.py feat(adr-0054): vault recall indexing/batching + holdout split wired 2026-05-18 07:58:57 -07:00
holdout_runner.py
metrics.py
parallel.py
run_cognition_eval.py