core/evals
Shay e985790a03 feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench
Sharpens the measurement layer to match the runtime spine landed in
07fefb9 / 7af7892 / 4e3ddee.  Pure eval/benchmark/holdout work —
no runtime or planner code changed.

New isolation lanes
-------------------

* ``evals/compound_intent_decomposition/`` — single-purpose lane for
  the new ``classify_compound_intent`` decomposer.  Metrics:
  ``decomposition_accuracy``, ``atom_precision``, ``subject_accuracy``.
  Public: ``decomposition=1.0`` on 4e3ddee.
* ``evals/walkthrough_chain/`` — single-purpose lane for the new
  WALKTHROUGH sequential teaching-chain walk.  Metrics:
  ``path_exact_rate``, ``anchor_rate``, ``min_hop_rate``, ``bounded_rate``.
  Public: ``path_exact=1.0`` on 4e3ddee.

Without these, regressions in compound decomposition or the
walkthrough walk would show up as noise in ``multi_sentence_response``.
Each capability now has a single load-bearing metric on its own lane.

Cold-start lane sharpened
-------------------------

* ``evals/cold_start_grounding/public/v1/cases.jsonl`` extended with
  expository, compound, and walkthrough cases (48 total cases across
  19 categories including new ``expository_definition``,
  ``compound_definition_cause``, ``walkthrough_definition``).
* ``evals/cold_start_grounding/runner.py`` uses
  ``classify_compound_intent(...).primary`` for compound subject
  scoring — previously misattributed subjects on multi-part prompts.

Holdouts for the long-span lanes
--------------------------------

Until now only the cognition lane had a holdout split.  Adding
holdouts to the long-span lanes gives the planner work somewhere to
fail honestly when we widen:

* ``evals/cold_start_grounding/holdouts/v1/cases.jsonl`` (5 cases)
* ``evals/multi_sentence_response/holdouts/v1/cases.jsonl`` (5 cases)
* ``evals/conversational_thread_coherence/holdouts/v1/cases.jsonl`` (3 cases)
* ``evals/warmed_session_consistency/holdouts/v1/cases.jsonl`` (2 cases)

Discourse-planner-on bench sub-bench
------------------------------------

* ``benchmarks/articulation.py`` adds a planner-on sub-bench that
  reports ``articulate_sentence_rate`` alongside the existing
  throughput metrics.  Baselines articulation under load before any
  follow-up touches ``compute_trace_hash``.

Test coverage
-------------

* ``tests/test_compound_walkthrough_eval_lanes.py`` — new file pinning
  the two new lane runners.
* ``tests/test_articulation_bench.py``, ``tests/test_cold_start_grounding_lane.py``,
  ``tests/test_intent_explain_paragraph.py``,
  ``tests/test_response_mode_classifier.py`` — updated for new cases
  and assertions.

Validation
----------

* 152/152 active tests pass on the listed surfaces (2 skipped).
* smoke suite 67/67.
* cognition eval byte-identical: public 100/100/91.7/100.
* multi_sentence flag_on: articulate=1.0, disclosure=0.0, unarticulate=0.0
* compound_intent_decomp public: decomposition=1.0
* walkthrough_chain public: path_exact=1.0
* cold_start_grounding public (48 cases): intent=1.0, grounding=1.0, subject=1.0
2026-05-19 12:42:55 -07:00
..
adversarial_identity docs(identity): empirical finding — fix #3 needs upstream ingest-gate work 2026-05-16 14:23:20 -07:00
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 feat(epistemic): realizer-side closure — refusal_calibration + articulation_of_status graduate 2026-05-17 10:12:59 -07:00
audit_tour feat(adr-0042): audit-tour demo — pack-layer story in four scenes 2026-05-17 22:06:45 -07:00
calibration fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
classical_literature_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
cognition feat(adr-0060): correction acknowledgement carries corrected-topic lemma 2026-05-18 14:14:27 -07:00
cold_start_grounding feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
compositionality feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
compound_intent_decomposition feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
contradiction_detection feat(epistemic): contradiction coherence checker — CONTESTED transitions wired, last Tier 4.5 row closes 2026-05-17 10:36:48 -07:00
conversational_thread_coherence feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
cross_domain_transfer feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
deterministic_fluency feat(evals): deterministic_fluency lane — six structural predicates 2026-05-19 07:16:44 -07:00
discourse_paragraph feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
elementary_mathematics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
english_fluency_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
forward_semantic_control docs(cli): self-explanatory demos — preambles + per-directory READMEs 2026-05-17 16:39:50 -07:00
foundational_biology_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
foundational_physics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
grammatical_coverage fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
hebrew_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
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 feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
introspection feat(phase3): core/cognition/explain.py — close Gap 3 introspection 2026-05-16 15:09:48 -07:00
koine_greek_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
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 feat(evals): v3 lanes — monotonic-learning passes, adversarial-identity reveals gap 2026-05-16 13:42:47 -07:00
multi_agent_composition fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
multi_sentence_response feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
multi_step_reasoning feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
provenance feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
refusal_calibration feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
reports feat(adr-0023): Forward Semantic Control proof evidence — Accepted 2026-05-17 12:55:19 -07:00
results feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
sample_efficiency feat(phase4): sample-efficiency v1 — first quantitative-curve lane 2026-05-16 15:39:28 -07:00
self_consistency_over_time feat(runtime+evals): warm-path pack grounding + three long-span lanes 2026-05-19 08:26:38 -07:00
symbolic_logic feat(evals): v2 lanes for calibration and symbolic-logic 2026-05-16 13:17:41 -07:00
teaching_injection_resistance feat(epistemic): truth-seeking schema audit — 3 leaks closed, 4 new lanes, 3 new invariants 2026-05-17 07:27:41 -07:00
walkthrough_chain feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
warmed_session_consistency feat(evals+bench): isolation lanes, holdouts, planner-on bench sub-bench 2026-05-19 12:42:55 -07:00
zero_code_domain_acquisition feat began creation of zero code domain acquisition. did not complete yet. 2026-05-16 06:31:01 -07:00
__init__.py
baseline_runner.py feat(evals): frontier structural-zero baselines for Phase 2 v1 lanes 2026-05-16 12:45:28 -07:00
CLAIMS.md feat(bench): bench cost — $/1000 turns + latency, with disclosed assumptions 2026-05-17 10:53:08 -07:00
cognition_cases.jsonl feat: vault recall index, Rust versor parity, cognitive pack expansion 2026-05-15 15:34:39 -07:00
framework.py feat(adr-0054): vault recall indexing/batching + holdout split wired 2026-05-18 07:58:57 -07:00
holdout_runner.py feat(evals): Phase 0 — benchmark methodology lock-in and eval framework 2026-05-15 22:36:53 -07:00
metrics.py
parallel.py feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
run_cognition_eval.py