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7bb11ed62f
#000048 step 2.4 — parse_pointer_claims clause segmentation
Closes the 8 mis-segments #000046 left in formulate-hard-v1.jsonl.
The parser was line/bullet-only — one line ⇒ one claim — so a line
that crammed several pointered claims onto one row ("Water is wet
[E1]; fire is hot [E2]", "X happened [E1]. Y followed [E2]") became
one monolithic claim with all the pointers, and a wrapped bullet
became two.

arborist/qa/parse_claims.py: _SEGMENT_SEP_RE splits a line on ';',
sentence boundaries ('. '/'! '/'? ' then a Capital), spaced dashes
(' - '/' — '/' – '), ' and '/' or '/' because '/' although '/' since
'/' while ', inline '(N)' enumeration markers, and commas — with
'(?![^\[]*\])' so a comma inside a [E1, E2] bracket never splits it.
_segment_line keeps the split ONLY IF every resulting non-empty
segment is a well-pointered claim — a legit single claim ("The cat
is black and white [E1].", "The cast: A, B, C [E1].") is never
broken because splitting it would manufacture pointer-less prose
fragments → guard rejects; a leading colon-terminated header with no
pointer ("Two facts:", "Key points:") is allowed and dropped. Plus a
wrapped-bullet join: a continuation line (leading whitespace then a
lowercase letter, no bullet glyph) folds its text + pointers into the
previous claim.

Effect: formulate-hard rate 4/12 → 12/12 (the pack is now at ceiling
— a harder Formulate tier would re-open below-ceiling headroom; a
#000046 follow-up). Remaining #000048 headroom: 2 STRICT_PARAPHRASE
recombinations in falsification-hard (Mercury, Einstein — step 2.2).

Bench gate: make bench-qa (n=3 × 75 × 3 = 675 cells; parse_pointer_claims
feeds the 450 claim_lattice_pointer + claim_lattice cells) after
(bench/qa_results/2026-05-11T20-26-37Z) vs the pre-step-2.4 baseline
(...T17-12-41Z = HEAD's parse_claims.py). STRICT-rate quote 0.54→0.55,
pointer 0.22→0.22, lattice 0.43→0.45 — all within the 5-pp noise
floor. Per-row diff: the segmenter changed the parsed-claim count on
the SAME answer text for 7 of the 450 lattice cells (0 in
claim_lattice, 7 in claim_lattice_pointer); of those, 2 caused an
audit_mode change — both correct: a wrap-join recovered an answer's
intended structure (4 claims, 2 pointer-less wrap-fragments → HYBRID)
into 2 well-pointered claims → STRICT; and a crammed-one-line blob (1
monolithic claim, all pointers → STRICT) split into 8 claims, some
not individually verifying → HYBRID (the honest verdict — false-
positive STRICT was the corruption). Every other lattice/quote delta
is LLM re-answer variance. No regression — the segmenter's only
visible effects on real traffic are honest improvements. Summarized
in qa-modes-bench.md Addendum 7 + ticket-000048 §5 step 2.4.

Tests: 8 new in test_claim_lattice.py (semicolon/sentence/conjunction
splits; pointerless-fragment + cast-list guards; leading-colon-header
drop; wrapped-bullet join; pointer-order/multi-pointer); existing
parse_pointer_claims tests pass untouched; test_5f_formulate_hard_pack
re-pinned 4/12 → 12/12. make test 2358 passed, 28 skipped.

#000048 → steps 2.1 + 2.4 landed; #000046 / #000012 §8 / TICKETS.md /
Makefile / fixture _meta + notes updated.
2026-05-11 17:09:06 -04:00
9899a33b7b
#000048 step 2.1 — verify_quotes entity salient-token-disagreement gate
Closes the 4 HYBRID_ENTITY over-grounds #000046 left in
falsification-hard-v1.jsonl. The entity strategy grants HYBRID when a
multi-word proper noun matches the source — but "Insulin was
discovered by Alexander Fleming" against "Penicillin was discovered by
Alexander Fleming" matches on the shared "Alexander Fleming" while the
swapped subject "Insulin" (the falsehood) is ignored.

arborist/qa/verify.py: _entity_salient_disagrees(answer_text, norm_ctx)
flags a >4-char Capitalized content token (stopword-filtered) or a
digit-number in the answer absent from the source.
_is_single_sentence(text) — no internal '. '/'! '/'? ' break. Gated in
verify_quotes' entity branch (proximity policy) in the weakest-grounding
slot only: not cluster AND len(verified) <= 1 AND _is_single_sentence
AND _entity_salient_disagrees → UNGROUNDED. The narrow caller-gate is
what keeps a structured multi-claim summary untouched — the Matrix cast
list (many entities, a tight cluster) and the TMNT answer (a numbered
list with parenthetical nicknames the source omits): model-added
accurate detail in a real summary isn't a contradiction, only the
single-sentence-one-weak-match shape is. The Matrix/TMNT/hybrid
entity-path regression tests still pass, pinned untouched.

Effect: falsification-hard rate 6/12 → 10/12 = 0.833 (Insulin / Berlin
/ 1889 / Pacific now correctly UNGROUNDED). The 2 live-pack fixtures it
newly demotes — 5f-fal-live-003 (the exact gap #000046 built its hard
pack around) and 5f-fal-live-028 — had expected_reason updated
HYBRID_ENTITY → UNGROUNDED (the live pack records what verify_quotes
actually does). Remaining hard-pack headroom: 2 STRICT_PARAPHRASE
recombinations (Mercury, Einstein — step 2.2) + 8 Formulate
mis-segments (step 2.4).

Bench gate: make bench-qa (n=3 × 75 × 3 = 675 cells) after
(bench/qa_results/2026-05-11T17-12-41Z) vs the pre-step-2.1 baseline
(...T14-19-51Z = HEAD's verify.py). STRICT-rate quote 0.50→0.54,
pointer 0.25→0.22, lattice 0.45→0.43 — all within the 5-pp noise
floor. Per-row diff (675 common cells, 30 quote-mode rows changed
audit_mode): 0 quote-mode rows demoted to UNGROUNDED from the entity
path — the gate fired on 0 legitimate QA answers in the whole bench.
Every transition was LLM re-answer variance (verifier quote→quote with
the verdict flipping); pointer/lattice deltas are noise too (the gate
is in verify_quotes / quote mode, not the claim-lattice verifier). No
regression — the gate is provably narrow on real traffic. Summarized in
qa-modes-bench.md Addendum 6 + ticket-000048 §5 step 2.1.

Tests: 4 new in test_verify.py (_is_single_sentence helper,
_entity_salient_disagrees helper, swapped-subject → UNGROUNDED,
gate-narrow-on-multi-claim); test_5f_falsification_hard_pack_below_ceiling
re-pinned 6/12 → 10/12; test_fork_score_positive_gamma_5f_... updated
(positive γ·Δ5f on the real lift — possibly MARGINAL given the ÷5
dilution; ACCEPT via a degraded-parent sub-scenario).
make test 2343 passed, 28 skipped.

#000048 → step 2.1 landed; #000046 / #000012 §8 / TICKETS.md /
Makefile / fixture _meta + notes / baseline JSON updated.
2026-05-11 13:57:45 -04:00
724f433790
#000046 closed — verify_quotes paraphrase numeric-agreement gate (Phase 3)
Closes the harder-fixture-tier ticket: a real verify_quotes
tightening lifts the falsification-hard rate 4/12 → 6/12, bench-gated,
ForkScore's bench-Δ goes positive on it — the loop is closed
end-to-end.

arborist/qa/verify.py: _numeric_signature(text) extracts comma-
stripped digit-runs ('8,849' and '8849' collapse; '300' stays
distinct from '300000' ← '300,000'). _check_each_with_paraphrase
gains a gate: a span that token-covers the source ≥ paraphrase_coverage
but asserts a digit-number the source lacks (modulo thousands-comma)
is no longer paraphrase-grounded — it goes to unverified. Catches the
near-miss the lexical coverage check is blind to ("Water boils at 50
degrees" against a source saying 100 token-covers 100% because
'50'/'100' aren't >4-char content tokens). Narrow by construction:
fires only on the paraphrase fallback (verbatim/span/entity/claim-
lattice paths untouched), only on a digit-number. A rounding-
paraphrase demoting here is the honest verdict — it isn't a verbatim
grounding.

Hard pack: lifts 5f-fal-hard-004 (50 vs 100) and -007 (300 vs
300,000) to UNGROUNDED → falsification-hard rate 4/12 → 6/12 = 0.5.
The other 6 over-grounds (4 HYBRID_ENTITY + 2 recombined-no-number
STRICT_PARAPHRASE) and the Formulate hard pack are unaffected —
headroom for a bigger order/dependency-aware verifier upgrade, an
optional follow-up, not a #000046 blocker.

Bench gate: make bench-qa (n=3 × 75 questions × 3 modes = 675 cells)
before / after. STRICT-rate quote 0.53→0.50, pointer 0.23→0.25,
lattice 0.44→0.45 — all within the 5-pp noise floor. Per-row diff
(675 common cells, 74 changed audit_mode): the only clearly
gate-attributable QA shift was the fictional "our cold fusion
breakthrough" year-claim demoting STRICT→HYBRID (×3 samples) — a
correct demotion; every other transition was quote→quote /
claim_lattice→claim_lattice LLM re-answer variance. No regression on
legit answers. Artifacts: bench/qa_results/2026-05-11T13-42-38Z (before)
and ...T14-19-51Z (after) — gitignored; summarized in qa-modes-bench.md
Addendum 5 + ticket-000046 §5 Phase 3.

Worked example: fork_score on the real change — parent {5f/
falsification: 4/12} → child {5f/falsification: 6/12} → γ·Δ5f =
(1/6)/5 ≈ +0.033 > 0 (positive; a single improvement of this size is
MARGINAL by the ÷5 dilution, the test pins the full-lift-to-1.0 case
at ACCEPT).

Tests: 5 new in tests/test_verify.py (numeric_signature normalization
+ subset-matches-comma-variant + disagreement-rejected +
gate-is-narrow + number-present-still-verifies);
test_5f_falsification_hard_pack_below_ceiling re-pinned 4/12 → 6/12.
make test 2339 passed, 28 skipped.

#000046 → closed; #000012 §8 §4 + TICKETS.md row + falsification-hard
_meta / hard-004,007 notes + Makefile 8/12→6/12 comments updated.

(Makefile also carries an uncommitted chain-check-SQL improvement from
the concurrent session — NOT in this commit; staged only the
#000046-comment hunks.)
2026-05-11 11:03:02 -04:00
8d6961fcc1
aborist/arborist
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2026-05-07 09:31:49 -04:00
621f0b2cda
docs+code: 5-task fan-out — preflight_hash field, --show-preflight CLI, frame plumbing, metacog bench, #000011
Fan-out execution of the deferred-but-not-blocking pile from
prior status reports.

#000009 §7.2 — bench harness preflight_hash field:
  - aborist/qa/query.py surfaces `preflight_hash` on result dict
    (miss path, reject path, and cache-hit path via new helper
    `_extract_preflight_hash_from_blob` that pulls the stage hash
    out of persisted run_dag_blob).
  - bench/qa_sweep.py adds 12-char preflight_hash prefix to bench
    rows. Mirrors cache_key truncation pattern. Operators can
    grep / SQL-filter bench JSONL by preflight policy state.
  - 3 new tests in tests/test_dag.py for the extract helper.

#000009 §7.2 — `aborist providence --show-preflight CACHE_KEY_PREFIX`:
  - New CLI flag pulls the preflight stage payload from a row's
    run_dag_blob. Match by 12-char prefix. Renders preflight stage
    hash + run-DAG stage list. Operator tool for inspecting which
    policy state governed a cached row.
  - Live verified on a real cache row (8a212fecb2a9 — current CEO
    of OpenAI question, 10-stage CTI shape with preflight at idx 1).
  - Legacy rows (predating #000009) report a clean fall-through
    message: "run_dag has no preflight stage (predates #000009)".

#000010 §12.6 — reference-frame plumbing into QuestionState:
  - Pre-retrieval preflight runs with reference_frames=()
    (frame_detection needs source titles, not available yet).
    Post-retrieval, query.py re-runs preflight_question() with
    the detected frames so the result-dict + run-DAG QuestionState
    carry frame-aware logical_statuses (specifically
    `reference_frame_ambiguous` when 2+ frames match).
  - Live verified on Orwell-style question; logical_statuses now
    correctly includes `reference_frame_ambiguous` in the result.

Metacog-trigger bench fixture (#000010 §13.3):
  - bench/qa_questions_metacog_subset.txt — 6 questions, one per
    detector kind plus a well-formed control.
  - Bench artifact 2026-05-04T02-18-42Z. Detector accuracy 6/6
    on fixture; 2 of 5 trigger questions return STRICT on lattice
    mode despite metacog warning (JSON STRICT on
    George-Washington-stop-being-president-of-France false-premise
    + uploaded-contract out-of-corpus questions). Audit-line tails
    correctly surface the warnings.
  - qa-modes-bench.md Addendum 4 captures the per-question matrix
    + interpretation. #000010 §13.3 cross-references with bench
    artifact stamp.

#000011 SOFT_PREFLIGHT_HINT design ticket opened:
  - docs/tickets/ticket-000011-soft-preflight-hint-sidecar.md
    captures the design proposal per #000010 §18 / source doc.
    Implementation deferred — design only.
  - Sidecar would add model-assisted preflight as a soft signal
    (`SOFT_FALSE_PREMISE_SUSPECTED` etc.) that NEVER enters the
    verifier hard path. Strict guardrail: cannot create
    PREFLIGHT_OK or PREFLIGHT_BLOCKED without deterministic
    support.
  - Validated by §13.3 finding: deterministic detectors flag
    correctly; corpus-accidental grounding produces 2/5 STRICT
    on trigger questions; soft sidecar would add independent
    semantic skepticism.
  - TICKETS.md index row added; Next ID bumped to 000012.

996 tests passing (3 new for the extract helper).

Cross-doc consistency:
  - qa-modes-bench.md Addenda 1+2+3+4 chronological
  - #000010 §13.1 (broad subset) + §13.2 (full bench) + §13.3
    (metacog trigger subset)
  - #000011 design captured but not implemented
2026-05-03 22:28:18 -04:00
3bd36f36c8
bench: full 75-question regression check — no regression from #000010
Addendum 3 to qa-modes-bench.md. Validates that flipping
quantifier_reminder_enabled=True for lattice modes (per #000010
§12.10 / §13.1) doesn't regress narrow-question performance.

Prior validation (Addendum 2) covered the 9-question broad subset
only. This run sweeps the full 75-question bench/qa_questions.txt
(~10% broad, ~89% narrow), 225 runs per mode, comparing against
the frozen 2026-05-02T15-07Z baseline.

Findings:

  Mode      | Pre-flip SR | Post-flip SR | Δ
  ----------+-------------+--------------+--------
  quote     | 0.54        | 0.52         | -2pp (within 5pp floor)
  pointer   | 0.20        | 0.21         | +1pp
  JSON      | 0.42        | 0.44         | +2pp

  Mean ratio: -1/+2/+3pp — all within noise band.

Substrate-level wins beyond the headline metrics:
  - pointer FORMAT_COLLAPSED: 0/225 across the full sweep.
    Reminder eliminates collapse mode globally, not just on broad.
  - pointer NO_EVIDENCE_POINTER: 13% (vs 33% on broad-only when
    reminder was off). Citation discipline propagates beyond the
    rows where the reminder text actually fires — the model's
    session attention reinforces.
  - JSON mean ratio +3pp consistent with broad-subset finding.

Quote-mode is essentially unchanged because it's mode-gated off
the guard by default.

Latency 33-35s/call this evening (vs 17-19s in prior runs) is
endpoint contention, not a substrate regression — preflight adds
zero LLM calls.

Verdict: no regression. The default flip ships clean across the
full corpus. Defaults stay on. The substrate is strictly more
honest (FORMAT_COLLAPSED → 0, NO_EVIDENCE_POINTER ↓) without
sacrificing throughput on non-broad questions.

Bench artifact: bench/qa_results/2026-05-03T23-30-12Z.{jsonl,md}.
2026-05-03 21:07:56 -04:00
cd0e8ef64f
bench(#000010): preflight on-vs-off validation — defaults stay on
Post-landing validation cell. Same 9-question broad subset as
§12.6 reminder-only baseline; this run flips both
metacognition_enabled and quantifier_reminder_enabled to False so
we can isolate the preflight contribution.

  Metric                    | OFF       | ON       | Δ
  --------------------------+-----------+----------+----------
  pointer mean ratio        | 0.483     | 0.643    | +16pp
  JSON mean ratio           | 0.570     | 0.735    | +17pp
  JSON UNGROUNDED rate      | 7/27      | 1/27     | -22pp
  pointer FORMAT_COLLAPSED  | 2/27      | 0/27     | -100%
  any-mode STRICT-rate      | within ±11pp noise (27-sample n=3 floor)

Mean-ratio + UNGROUNDED + FORMAT_COLLAPSED metrics all clear the
5pp signal floor on lattice modes. STRICT-rate moves are within
Hermes nondeterminism. The #000010 default flip is doing what
was claimed.

On this subset none of the metacognition detectors fire (no
temporal / contradiction / false-premise / out-of-corpus shapes),
so the delta effectively isolates the reminder contribution from
#000008. A metacog-trigger subset bench is deferred.

Documentation:
  - docs/qa-modes-bench.md Addendum 2 captures the comparison
    table + interpretation + verdict.
  - docs/tickets/ticket-000010-... §13.1 cross-references with
    bench artifact stamp.

Bench artifact: bench/qa_results/2026-05-03T23-06-21Z.{jsonl,md}.
2026-05-03 19:26:33 -04:00
9780cca4d3
docs: §12.8/§12.9 cap+reminder verdict + cross-doc updates
#000008 §12.8 — Cap+reminder A/B (2026-05-03T12-54-11Z, 81 runs):

  Metric              | Base | Rem  | Cap  | Cap+Rem
  --------------------+------+------+------+--------
  JSON SR             | 0.19 | 0.22 | 0.33 | 0.30   ← cap-only wins SR
  JSON UNGROUNDED     |  7   |  1   |  6   |  1     ← rem dominates U-rescue
  pointer mean ratio  | 0.473| 0.643| 0.516| 0.684  ← cap+rem best
  pointer FORMAT_COLL |  2   |  0   |  2   |  0     ← rem-driven

§10.8 strict gate "compound beats either alone by ≥5pp on every metric"
NOT cleanly met. Cap+reminder beats reminder-only by +8pp on JSON SR
(clears floor) and beats cap-only by +17pp on pointer mean ratio
(clears floor), but is -3pp vs cap-only on JSON SR (regression,
within noise).

#000008 §12.9 — Final verdict + recommendation:

  Mechanism asymmetry (clean signal):
    Reminder rescues UNGROUNDED → HYBRID
    Cap rescues HYBRID → STRICT

  Recommendation: Option A — single-knob defaults, per-mode tailored:
    claim_lattice (JSON):   apply_caps=True + reminder=True
    claim_lattice_pointer:  apply_caps=False + reminder=True
                            (cap can't rescue pointer-tag discipline
                             upstream of cap; cap fires 20× without
                             verdict gain)
    quote:                  guard mode-gated off (already default)

  Caveat: n=3 × 9 = 27/cell variance is ~3-4pp; recommend n=5
  verification on cap+reminder before flipping defaults.

Cross-doc updates:

- CLAUDE.md: architecture diagram now lists the three new Phase 1-3
  modules (quantifier.py, model_profiles.py, quantifier_reminder.py).
  New "Broad-quantifier preflight guard" conventions entry covers
  the 7 policy fields, six-level disable hierarchy, dry-run
  defaults, CLI flags, and §12 bench summary.

- docs/qa-modes-bench.md: addendum at end pointing at #000008 §12
  four-cell A/B + 4 bench artifact stamps. Original 2026-05-02
  journal frozen; 2026-05-03 broad-subset findings flagged as
  question-mix-dependent narrative on top of the global
  per-mode recommendation.
2026-05-03 15:45:06 -04:00
2bbd12a270
docs(bench): rename qa-modes-bench-2026-05-02.md → qa-modes-bench.md
The 2026-05-02 journal is the LIVING bench doc — it absorbs each
day's bench results and rolls forward. Pinning a date in the
filename made it look like a frozen snapshot when it is in fact
the working journal.

Naming pattern moving forward:

  docs/qa-modes-bench.md             — living journal (latest run)
  docs/qa-modes-bench-2026-04-30.md  — historical snapshot
                                       (frozen for the JSON-mode
                                       hardening day)

Future dated snapshots stay dated. The bare 'qa-modes-bench.md'
is always the current state of the substrate.

Updated references in:
  - CLAUDE.md (× 2)
  - aborist/qa/prompts.py
  - aborist/qa/query.py
  - docs/bench-maxing.md

The 2026-04-30 references in docs/cti-architecture.md,
docs/test-coverage-audit-2026-05-01.md, docs/verifier-semantic-gap-design.md,
docs/TICKETS.md correctly point at the historical snapshot and
stay as-is.
2026-05-02 12:27:38 -04:00
Renamed from docs/qa-modes-bench-2026-05-02.md (Browse further)