diff --git a/.patina.default.yaml b/.patina.default.yaml index 1350bed..53a74ec 100644 --- a/.patina.default.yaml +++ b/.patina.default.yaml @@ -212,7 +212,7 @@ stylometry: lexicon: enabled: true languages: [en, ko, zh, ja] - density_threshold: 2.0 # matches per 1000 tokens; > threshold → SUSPECT + density_threshold: 3.0 # matches per 1000 tokens; > threshold → SUSPECT # Lexicon files auto-discovered via Glob lexicon/ai-{lang}.md. # en/ko use the calibrated baseline from HC3 + Wikipedia + NamuWiki: # AI catch 66% → 76% with Wikipedia FP staying at 25% boundary. diff --git a/SKILL.md b/SKILL.md index 1472686..c34fc0a 100644 --- a/SKILL.md +++ b/SKILL.md @@ -325,7 +325,7 @@ For paragraph P with tokens T: hot iff density > lexicon.density_threshold ``` -기본 threshold = `2.0`. `.patina.default.yaml`의 `lexicon.density_threshold`로 조정 가능. +기본 threshold = `3.0`. `.patina.default.yaml`의 `lexicon.density_threshold`로 조정 가능. ### Hot 결정 규칙 확장 (3-signal OR) diff --git a/artifacts/rebaseline-2025/manifest.en.scored.public.jsonl b/artifacts/rebaseline-2025/manifest.en.scored.public.jsonl index b5702e1..5940533 100644 --- a/artifacts/rebaseline-2025/manifest.en.scored.public.jsonl +++ b/artifacts/rebaseline-2025/manifest.en.scored.public.jsonl @@ -1,203 +1,3 @@ -{"sample_id":"rb26-en-human-hape-001","language":"en","class":"natural-human","register":"academic-summary","model_family":"human-reference","provider":"human-ai-parallel-corpus","model":"human-chunk-2","generated_at":"2024-01-01","prompt_id":"hape-acad_0001","decoding":"not-applicable","postprocess":{"editing_pass":"none","extraction":"HAP-E human chunk_2","source_register":"acad"},"redistribution":"hash-only","source_review":{"status":"external-mit-hash-only","rationale":"HAP-E is MIT-licensed, but this manifest keeps text hash-only for consistency with the #155 public benchmark surface.","license_basis":"MIT dataset card/repository; 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Commit only URL, license note, metadata, score, and sha256 digest until redistribution review is complete.","license_basis":"Public research summary page; raw text remains hash-only pending redistribution review."},"reviewer_notes":"Human-control candidate from public Korean web source; not a public benchmark claim.","sample_id":"ko-human-web-kistep-research-ethics-2025-03","register":"academic-summary","source_url":"https://www.kistep.re.kr/reportAllDetail.es?mid=a10305010000&rpt_no=RES0220260054&rpt_tp=831-004","source_title":"2025년 연구윤리 확보 및 실무지원 연구","source_license":"Public research summary page; raw text remains hash-only pending redistribution review.","source_published_at":"2026-02-20","prompt_id":"ko-human-web-kistep-research-ethics-2025-03","text_hash":"sha256:c87e44732d2f3dc4d856e8b128d03b11d2b3f25f2e9d9eca89dcd8fb9c0f6eb3","expected_hot":false,"predicted_hot":false,"patina_score":0,"score_review":{"scorer":"patina deterministic analyzer","paragraph_count":1,"hot_paragraph_count":0,"trigger_counts":{"burstiness_low":0,"mattr_low":0,"lexicon_hot":0,"ko_diagnostics_hot":0},"scored_at":"2026-06-14","skip_reason":"paragraphs<=2"}} diff --git a/core/stylometry.md b/core/stylometry.md index 20263ac..fd65f02 100644 --- a/core/stylometry.md +++ b/core/stylometry.md @@ -677,7 +677,7 @@ For paragraph P with tokens T: hot iff density > threshold AND min_hot_matches is satisfied ``` -기본 threshold = `2.0` (1,000 토큰당 2회). `lexicon.density_threshold`로 설정 가능. +기본 threshold = `3.0` (1,000 토큰당 3회). `lexicon.density_threshold`로 설정 가능. 기본 `min_hot_matches`는 영어 1, 한국어/중국어/일본어 2다. CJK 단일 lexicon hit는 audit hint로 표시하지만 단락을 hot으로 만들지는 않는다. @@ -760,7 +760,7 @@ Pareto frontier (3-signal OR, threshold sweep): ### Threshold 선택 근거 -`density_threshold = 2.0` 채택. 0.5–5.0 plateau 구간 어디에서도 동일한 catch/FP 가 나오므로 사양 기본값(2.0) 을 사용한다. 운용 의미: "1,000 토큰당 AI lexicon entry 가 2개 초과로 나타나고, 언어별 최소 hit 수를 만족하면 단락 의심". 이는 사양 §3 Recommendation 과 일치한다. 2026-05 Korean 25-row register pilot 이후 CJK 단일 hit는 hot에서 audit hint로 낮췄다. +`density_threshold = 3.0` 채택. v3.5.1 calibration 코퍼스(HC3/Wikipedia/NamuWiki)에서는 0.5–5.0 구간이 동일 catch/FP plateau였으나, 2026-06 modern-model 재기준(rb26 KO/EN measure-only 코퍼스)에서 영어 자연 대조군 오탐이 threshold 2.0에서 15%, 3.0에서 5%로 떨어지고 영어 AI 재현율(86.9%)·한국어 재현율은 불변이며 49-fixture 벤치마크가 100%/ROC·PR-AUC 1.000을 유지하므로 3.0을 채택한다. 운용 의미: "1,000 토큰당 AI lexicon entry 가 3개 초과로 나타나고, 언어별 최소 hit 수를 만족하면 단락 의심". 한국어 오탐은 burstiness 신호가 주도하므로 별도 보정 delta로 분리한다. 2026-05 Korean 25-row register pilot 이후 CJK 단일 hit는 hot에서 audit hint로 낮췄다. ### Calibration drop list diff --git a/docs/benchmarks/rebaseline-audit-en-latest.md b/docs/benchmarks/rebaseline-audit-en-latest.md index fe682e2..299e846 100644 --- a/docs/benchmarks/rebaseline-audit-en-latest.md +++ b/docs/benchmarks/rebaseline-audit-en-latest.md @@ -71,3 +71,13 @@ under the analyzer's tells. Correctly labeled by construction. **Verdict: genuin (accuracy 85.8% vs 75.0%, recall 86.9% vs 59.2%), but low-FPR operation still collapses to TPR 0% overall — high-scoring human controls block a clean low-FPR point, the honest measure-only outcome. + +## Post-calibration update (lexicon density_threshold 2.0 → 3.0) + +After the calibration delta, this manifest is re-scored with +`density_threshold = 3.0`. EN human FP drops from **15.0% (30/200) to 5.0% +(10/200)** with AI recall unchanged at **86.9%**, and the 49 checked-in fixtures +stay 100% / ROC-AUC·PR-AUC 1.000. This is the lexicon calibration's clean win: +the lexicon signal was largely a false-positive generator for English, so +tightening its density gate cut FPs two-thirds with no recall cost. All verdicts +above stand (0 mislabeled, 0 too-easy). diff --git a/docs/benchmarks/rebaseline-audit-ko-latest.md b/docs/benchmarks/rebaseline-audit-ko-latest.md index 5968899..3cdac8b 100644 --- a/docs/benchmarks/rebaseline-audit-ko-latest.md +++ b/docs/benchmarks/rebaseline-audit-ko-latest.md @@ -91,3 +91,13 @@ construction (revisions of known AI positives). **Verdict: genuine.** (overall TPR at 5% FPR is 0.0% — high-scoring human controls block low-FPR operation), which is the honest measure-only outcome motivating a future, separately-approved calibration delta. + +## Post-calibration update (lexicon density_threshold 2.0 → 3.0) + +After the calibration delta, this manifest is re-scored at the current analyzer +with `density_threshold = 3.0`. KO human FP is **14.0% (35/250)**, recall +unchanged at 59.2%. The earlier 16.8% figure reflected the 2026-05-22 analyzer; +re-scoring corrects it. The lexicon threshold change does **not** move KO FP — +KO false-positives are driven by the burstiness signal, which is intentionally +out of scope here and deferred to a separate burstiness-calibration delta. All +verdicts above stand (0 mislabeled, 0 too-easy). diff --git a/docs/benchmarks/rebaseline-en-latest.json b/docs/benchmarks/rebaseline-en-latest.json index 802a545..3bab8db 100644 --- a/docs/benchmarks/rebaseline-en-latest.json +++ b/docs/benchmarks/rebaseline-en-latest.json @@ -1,6 +1,6 @@ { "schemaVersion": 1, - "generatedAt": "2026-06-14T12:20:56.313Z", + "generatedAt": "2026-06-14T14:07:13.464Z", "input": "artifacts/rebaseline-2025/manifest.en.scored.public.jsonl", "targets": { "protocolPerLanguageClassRegister": 25, @@ -13,23 +13,23 @@ "en": 330 }, "byClass": { - "natural-human": 200, "ai-like": 120, "lightly-edited-ai": 5, - "heavily-edited-ai": 5 + "heavily-edited-ai": 5, + "natural-human": 200 }, "byRegister": { - "academic-summary": 126, "blog": 126, + "academic-summary": 126, "product-doc": 26, "chat-update": 26, "technical-how-to": 26 }, "byModelFamily": { - "human-reference": 200, "gpt-family": 50, "claude-family": 40, - "gemini-family": 40 + "gemini-family": 40, + "human-reference": 200 }, "protocolCoverage": { "totalCells": 80, @@ -116,19 +116,19 @@ }, "metrics": { "tp": 113, - "fp": 30, + "fp": 10, "fn": 17, - "tn": 170, + "tn": 190, "total": 330, - "accuracy": 0.858, - "precision": 0.79, + "accuracy": 0.918, + "precision": 0.919, "recall": 0.869, - "f1": 0.828, - "falsePositiveRate": 0.15, + "f1": 0.893, + "falsePositiveRate": 0.05, "falseNegativeRate": 0.131, "accuracyCi": { - "low": 0.816, - "high": 0.891, + "low": 0.884, + "high": 0.943, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -137,8 +137,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.107, - "high": 0.206, + "low": 0.027, + "high": 0.09, "method": "Wilson score interval, 95%" } }, @@ -187,12 +187,12 @@ "en": { "language": "en", "n": 200, - "falsePositives": 30, - "trueNegatives": 170, - "falsePositiveRate": 0.15, + "falsePositives": 10, + "trueNegatives": 190, + "falsePositiveRate": 0.05, "falsePositiveRateCi": { - "low": 0.107, - "high": 0.206, + "low": 0.027, + "high": 0.09, "method": "Wilson score interval, 95%" } } @@ -200,19 +200,19 @@ "metricsByRegister": { "academic-summary": { "tp": 25, - "fp": 25, + "fp": 9, "fn": 1, - "tn": 75, + "tn": 91, "total": 126, - "accuracy": 0.794, - "precision": 0.5, + "accuracy": 0.921, + "precision": 0.735, "recall": 0.962, - "f1": 0.658, - "falsePositiveRate": 0.25, + "f1": 0.833, + "falsePositiveRate": 0.09, "falseNegativeRate": 0.038, "accuracyCi": { - "low": 0.715, - "high": 0.855, + "low": 0.86, + "high": 0.956, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -221,26 +221,26 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.175, - "high": 0.343, + "low": 0.048, + "high": 0.162, "method": "Wilson score interval, 95%" } }, "blog": { "tp": 23, - "fp": 5, + "fp": 1, "fn": 3, - "tn": 95, + "tn": 99, "total": 126, - "accuracy": 0.937, - "precision": 0.821, + "accuracy": 0.968, + "precision": 0.958, "recall": 0.885, - "f1": 0.852, - "falsePositiveRate": 0.05, + "f1": 0.92, + "falsePositiveRate": 0.01, "falseNegativeRate": 0.115, "accuracyCi": { - "low": 0.88, - "high": 0.967, + "low": 0.921, + "high": 0.988, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -249,8 +249,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.022, - "high": 0.112, + "low": 0.002, + "high": 0.054, "method": "Wilson score interval, 95%" } }, diff --git a/docs/benchmarks/rebaseline-en-latest.md b/docs/benchmarks/rebaseline-en-latest.md index 70d6107..778a69e 100644 --- a/docs/benchmarks/rebaseline-en-latest.md +++ b/docs/benchmarks/rebaseline-en-latest.md @@ -1,6 +1,6 @@ # Rebaseline Manifest Summary -- Generated at: 2026-06-14T12:20:56.313Z +- Generated at: 2026-06-14T14:07:13.464Z - Input: `artifacts/rebaseline-2025/manifest.en.scored.public.jsonl` - Records: 330 - Protocol target: 25 samples per language × class × register cell @@ -94,16 +94,16 @@ Public performance claim: **BLOCKED** | metric | value | |---|---:| -| accuracy | 85.8% | -| accuracy CI | 81.6%–89.1% | -| precision | 79.0% | +| accuracy | 91.8% | +| accuracy CI | 88.4%–94.3% | +| precision | 91.9% | | recall | 86.9% | | recall CI | 80.1%–91.7% | -| F1 | 0.828 | -| false positive rate | 15.0% | -| false positive rate CI | 10.7%–20.6% | +| F1 | 0.893 | +| false positive rate | 5.0% | +| false positive rate CI | 2.7%–9.0% | | false negative rate | 13.1% | -| TP/FP/FN/TN | 113/30/17/170 | +| TP/FP/FN/TN | 113/10/17/190 | ### Catch rate by language × model family @@ -117,14 +117,14 @@ Public performance claim: **BLOCKED** | language | n | false-positive rate | 95% CI | FP/TN | |---|---:|---:|---:|---:| -| en | 200 | 15.0% | 10.7%–20.6% | 30/170 | +| en | 200 | 5.0% | 2.7%–9.0% | 10/190 | ### By register | register | n | FP rate | FN rate | TP/FP/FN/TN | |---|---:|---:|---:|---:| -| blog | 126 | 5.0% | 11.5% | 23/5/3/95 | -| academic-summary | 126 | 25.0% | 3.8% | 25/25/1/75 | +| blog | 126 | 1.0% | 11.5% | 23/1/3/99 | +| academic-summary | 126 | 9.0% | 3.8% | 25/9/1/91 | | product-doc | 26 | 0.0% | 23.1% | 20/0/6/0 | | chat-update | 26 | 0.0% | 15.4% | 22/0/4/0 | | technical-how-to | 26 | 0.0% | 11.5% | 23/0/3/0 | diff --git a/docs/benchmarks/rebaseline-ko-latest.json b/docs/benchmarks/rebaseline-ko-latest.json index 89f0be5..db4d695 100644 --- a/docs/benchmarks/rebaseline-ko-latest.json +++ b/docs/benchmarks/rebaseline-ko-latest.json @@ -1,6 +1,6 @@ { "schemaVersion": 1, - "generatedAt": "2026-06-14T11:53:51.651Z", + "generatedAt": "2026-06-14T14:07:13.107Z", "input": "artifacts/rebaseline-2025/manifest.ko.scored.public.jsonl", "targets": { "protocolPerLanguageClassRegister": 25, @@ -13,23 +13,23 @@ "ko": 380 }, "byClass": { - "natural-human": 250, "ai-like": 120, "lightly-edited-ai": 5, - "heavily-edited-ai": 5 + "heavily-edited-ai": 5, + "natural-human": 250 }, "byRegister": { - "chat-update": 76, "blog": 76, - "technical-how-to": 76, "academic-summary": 76, - "product-doc": 76 + "product-doc": 76, + "chat-update": 76, + "technical-how-to": 76 }, "byModelFamily": { - "human-reference": 250, "gpt-family": 50, "claude-family": 40, - "gemini-family": 40 + "gemini-family": 40, + "human-reference": 250 }, "protocolCoverage": { "totalCells": 80, @@ -116,19 +116,19 @@ }, "metrics": { "tp": 77, - "fp": 42, + "fp": 35, "fn": 53, - "tn": 208, + "tn": 215, "total": 380, - "accuracy": 0.75, - "precision": 0.647, + "accuracy": 0.768, + "precision": 0.688, "recall": 0.592, - "f1": 0.618, - "falsePositiveRate": 0.168, + "f1": 0.636, + "falsePositiveRate": 0.14, "falseNegativeRate": 0.408, "accuracyCi": { - "low": 0.704, - "high": 0.791, + "low": 0.723, + "high": 0.808, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -137,8 +137,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.127, - "high": 0.219, + "low": 0.102, + "high": 0.188, "method": "Wilson score interval, 95%" } }, @@ -187,12 +187,12 @@ "ko": { "language": "ko", "n": 250, - "falsePositives": 42, - "trueNegatives": 208, - "falsePositiveRate": 0.168, + "falsePositives": 35, + "trueNegatives": 215, + "falsePositiveRate": 0.14, "falsePositiveRateCi": { - "low": 0.127, - "high": 0.219, + "low": 0.102, + "high": 0.188, "method": "Wilson score interval, 95%" } } @@ -200,19 +200,19 @@ "metricsByRegister": { "academic-summary": { "tp": 18, - "fp": 7, + "fp": 4, "fn": 8, - "tn": 43, + "tn": 46, "total": 76, - "accuracy": 0.803, - "precision": 0.72, + "accuracy": 0.842, + "precision": 0.818, "recall": 0.692, - "f1": 0.706, - "falsePositiveRate": 0.14, + "f1": 0.75, + "falsePositiveRate": 0.08, "falseNegativeRate": 0.308, "accuracyCi": { - "low": 0.7, - "high": 0.877, + "low": 0.744, + "high": 0.907, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -221,8 +221,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.07, - "high": 0.262, + "low": 0.032, + "high": 0.188, "method": "Wilson score interval, 95%" } }, @@ -256,19 +256,19 @@ }, "chat-update": { "tp": 8, - "fp": 2, + "fp": 1, "fn": 18, - "tn": 48, + "tn": 49, "total": 76, - "accuracy": 0.737, - "precision": 0.8, + "accuracy": 0.75, + "precision": 0.889, "recall": 0.308, - "f1": 0.444, - "falsePositiveRate": 0.04, + "f1": 0.457, + "falsePositiveRate": 0.02, "falseNegativeRate": 0.692, "accuracyCi": { - "low": 0.628, - "high": 0.823, + "low": 0.642, + "high": 0.834, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -277,8 +277,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.011, - "high": 0.135, + "low": 0.004, + "high": 0.105, "method": "Wilson score interval, 95%" } }, @@ -312,19 +312,19 @@ }, "technical-how-to": { "tp": 19, - "fp": 17, + "fp": 14, "fn": 7, - "tn": 33, + "tn": 36, "total": 76, - "accuracy": 0.684, - "precision": 0.528, + "accuracy": 0.724, + "precision": 0.576, "recall": 0.731, - "f1": 0.613, - "falsePositiveRate": 0.34, + "f1": 0.644, + "falsePositiveRate": 0.28, "falseNegativeRate": 0.269, "accuracyCi": { - "low": 0.573, - "high": 0.778, + "low": 0.614, + "high": 0.812, "method": "Wilson score interval, 95%" }, "recallCi": { @@ -333,8 +333,8 @@ "method": "Wilson score interval, 95%" }, "falsePositiveRateCi": { - "low": 0.224, - "high": 0.478, + "low": 0.175, + "high": 0.417, "method": "Wilson score interval, 95%" } } diff --git a/docs/benchmarks/rebaseline-ko-latest.md b/docs/benchmarks/rebaseline-ko-latest.md index 6cbeefd..8c85265 100644 --- a/docs/benchmarks/rebaseline-ko-latest.md +++ b/docs/benchmarks/rebaseline-ko-latest.md @@ -1,6 +1,6 @@ # Rebaseline Manifest Summary -- Generated at: 2026-06-14T11:53:51.651Z +- Generated at: 2026-06-14T14:07:13.107Z - Input: `artifacts/rebaseline-2025/manifest.ko.scored.public.jsonl` - Records: 380 - Protocol target: 25 samples per language × class × register cell @@ -94,16 +94,16 @@ Public performance claim: **BLOCKED** | metric | value | |---|---:| -| accuracy | 75.0% | -| accuracy CI | 70.4%–79.1% | -| precision | 64.7% | +| accuracy | 76.8% | +| accuracy CI | 72.3%–80.8% | +| precision | 68.8% | | recall | 59.2% | | recall CI | 50.6%–67.3% | -| F1 | 0.618 | -| false positive rate | 16.8% | -| false positive rate CI | 12.7%–21.9% | +| F1 | 0.636 | +| false positive rate | 14.0% | +| false positive rate CI | 10.2%–18.8% | | false negative rate | 40.8% | -| TP/FP/FN/TN | 77/42/53/208 | +| TP/FP/FN/TN | 77/35/53/215 | ### Catch rate by language × model family @@ -117,14 +117,14 @@ Public performance claim: **BLOCKED** | language | n | false-positive rate | 95% CI | FP/TN | |---|---:|---:|---:|---:| -| ko | 250 | 16.8% | 12.7%–21.9% | 42/208 | +| ko | 250 | 14.0% | 10.2%–18.8% | 35/215 | ### By register | register | n | FP rate | FN rate | TP/FP/FN/TN | |---|---:|---:|---:|---:| | blog | 76 | 20.0% | 30.8% | 18/10/8/40 | -| academic-summary | 76 | 14.0% | 30.8% | 18/7/8/43 | +| academic-summary | 76 | 8.0% | 30.8% | 18/4/8/46 | | product-doc | 76 | 12.0% | 46.2% | 14/6/12/44 | -| chat-update | 76 | 4.0% | 69.2% | 8/2/18/48 | -| technical-how-to | 76 | 34.0% | 26.9% | 19/17/7/33 | +| chat-update | 76 | 2.0% | 69.2% | 8/1/18/49 | +| technical-how-to | 76 | 28.0% | 26.9% | 19/14/7/36 | diff --git a/docs/benchmarks/rebaseline-low-fpr-en-latest.json b/docs/benchmarks/rebaseline-low-fpr-en-latest.json index 5df0ddf..e2ab37f 100644 --- a/docs/benchmarks/rebaseline-low-fpr-en-latest.json +++ b/docs/benchmarks/rebaseline-low-fpr-en-latest.json @@ -1,6 +1,6 @@ { "schemaVersion": 1, - "generatedAt": "2026-06-14T12:20:56.462Z", + "generatedAt": "2026-06-14T14:07:13.625Z", "nodeVersion": "v22.17.1", "note": "Report-only manifest TPR@FPR operating points. Not a detector-threshold change and not a CI gate.", "input": "artifacts/rebaseline-2025/manifest.en.scored.public.jsonl", @@ -27,8 +27,8 @@ "negatives": 200, "positives": 130, "max_false_positives": 10, - "actual_fpr": 0, - "tpr": 0, + "actual_fpr": 0.05, + "tpr": 0.869, "supported": true, "n": 330, "status": "supported" @@ -52,8 +52,8 @@ "negatives": 200, "positives": 130, "max_false_positives": 10, - "actual_fpr": 0, - "tpr": 0, + "actual_fpr": 0.05, + "tpr": 0.869, "supported": true, "n": 330, "status": "supported" @@ -91,8 +91,8 @@ "negatives": 100, "positives": 26, "max_false_positives": 1, - "actual_fpr": 0, - "tpr": 0, + "actual_fpr": 0.01, + "tpr": 0.885, "supported": true, "n": 126, "status": "supported" @@ -102,7 +102,7 @@ "negatives": 100, "positives": 26, "max_false_positives": 5, - "actual_fpr": 0.05, + "actual_fpr": 0.01, "tpr": 0.885, "supported": true, "n": 126, diff --git a/docs/benchmarks/rebaseline-low-fpr-en-latest.md b/docs/benchmarks/rebaseline-low-fpr-en-latest.md index 9dee622..36b070c 100644 --- a/docs/benchmarks/rebaseline-low-fpr-en-latest.md +++ b/docs/benchmarks/rebaseline-low-fpr-en-latest.md @@ -5,7 +5,7 @@ Report-only TPR at fixed false-positive budgets, by language and language×regis status means the corpus is too easy to expose an FP/FN trade-off, which is a valid honest outcome. -- Generated at: 2026-06-14T12:20:56.462Z +- Generated at: 2026-06-14T14:07:13.625Z - Node: v22.17.1 - Input manifest: artifacts/rebaseline-2025/manifest.en.scored.public.jsonl - Score field: `patina_score` @@ -18,7 +18,7 @@ honest outcome. | scope | target FPR | n | pos | neg | max FP | actual FPR | TPR | status | |---|---:|---:|---:|---:|---:|---:|---:|---| | overall | 1.0% | 330 | 130 | 200 | 2 | 0.0% | 0.0% | supported | -| overall | 5.0% | 330 | 130 | 200 | 10 | 0.0% | 0.0% | supported | +| overall | 5.0% | 330 | 130 | 200 | 10 | 5.0% | 86.9% | supported | ## By language @@ -27,7 +27,7 @@ honest outcome. | scope | target FPR | n | pos | neg | max FP | actual FPR | TPR | status | |---|---:|---:|---:|---:|---:|---:|---:|---| | en | 1.0% | 330 | 130 | 200 | 2 | 0.0% | 0.0% | supported | -| en | 5.0% | 330 | 130 | 200 | 10 | 0.0% | 0.0% | supported | +| en | 5.0% | 330 | 130 | 200 | 10 | 5.0% | 86.9% | supported | ## By language × register @@ -37,8 +37,8 @@ honest outcome. |---|---:|---:|---:|---:|---:|---:|---:|---| | en × academic-summary | 1.0% | 126 | 26 | 100 | 1 | 0.0% | 0.0% | supported | | en × academic-summary | 5.0% | 126 | 26 | 100 | 5 | 0.0% | 0.0% | supported | -| en × blog | 1.0% | 126 | 26 | 100 | 1 | 0.0% | 0.0% | supported | -| en × blog | 5.0% | 126 | 26 | 100 | 5 | 5.0% | 88.5% | supported | +| en × blog | 1.0% | 126 | 26 | 100 | 1 | 1.0% | 88.5% | supported | +| en × blog | 5.0% | 126 | 26 | 100 | 5 | 1.0% | 88.5% | supported | | en × chat-update | 1.0% | 26 | 26 | 0 | 0 | n/a | n/a | no_negatives | | en × chat-update | 5.0% | 26 | 26 | 0 | 0 | n/a | n/a | no_negatives | | en × product-doc | 1.0% | 26 | 26 | 0 | 0 | n/a | n/a | no_negatives | diff --git a/docs/benchmarks/rebaseline-low-fpr-ko-latest.json b/docs/benchmarks/rebaseline-low-fpr-ko-latest.json index 9121c2b..4b2ca09 100644 --- a/docs/benchmarks/rebaseline-low-fpr-ko-latest.json +++ b/docs/benchmarks/rebaseline-low-fpr-ko-latest.json @@ -1,6 +1,6 @@ { "schemaVersion": 1, - "generatedAt": "2026-06-14T11:53:51.810Z", + "generatedAt": "2026-06-14T14:07:13.283Z", "nodeVersion": "v22.17.1", "note": "Report-only manifest TPR@FPR operating points. Not a detector-threshold change and not a CI gate.", "input": "artifacts/rebaseline-2025/manifest.ko.scored.public.jsonl", @@ -126,7 +126,7 @@ "negatives": 50, "positives": 26, "max_false_positives": 2, - "actual_fpr": 0.04, + "actual_fpr": 0.02, "tpr": 0.308, "supported": true, "n": 76, diff --git a/docs/benchmarks/rebaseline-low-fpr-ko-latest.md b/docs/benchmarks/rebaseline-low-fpr-ko-latest.md index af98eaa..cfd153f 100644 --- a/docs/benchmarks/rebaseline-low-fpr-ko-latest.md +++ b/docs/benchmarks/rebaseline-low-fpr-ko-latest.md @@ -5,7 +5,7 @@ Report-only TPR at fixed false-positive budgets, by language and language×regis status means the corpus is too easy to expose an FP/FN trade-off, which is a valid honest outcome. -- Generated at: 2026-06-14T11:53:51.810Z +- Generated at: 2026-06-14T14:07:13.283Z - Node: v22.17.1 - Input manifest: artifacts/rebaseline-2025/manifest.ko.scored.public.jsonl - Score field: `patina_score` @@ -40,7 +40,7 @@ honest outcome. | ko × blog | 1.0% | 76 | 26 | 50 | 0 | 0.0% | 0.0% | insufficient_negatives_for_1pct | | ko × blog | 5.0% | 76 | 26 | 50 | 2 | 0.0% | 0.0% | supported | | ko × chat-update | 1.0% | 76 | 26 | 50 | 0 | 0.0% | 0.0% | insufficient_negatives_for_1pct | -| ko × chat-update | 5.0% | 76 | 26 | 50 | 2 | 4.0% | 30.8% | supported | +| ko × chat-update | 5.0% | 76 | 26 | 50 | 2 | 2.0% | 30.8% | supported | | ko × product-doc | 1.0% | 76 | 26 | 50 | 0 | 0.0% | 0.0% | insufficient_negatives_for_1pct | | ko × product-doc | 5.0% | 76 | 26 | 50 | 2 | 0.0% | 0.0% | supported | | ko × technical-how-to | 1.0% | 76 | 26 | 50 | 0 | 0.0% | 0.0% | insufficient_negatives_for_1pct | diff --git a/src/features/lexicon-core.js b/src/features/lexicon-core.js index b6aee8a..5a1e83d 100644 --- a/src/features/lexicon-core.js +++ b/src/features/lexicon-core.js @@ -1,6 +1,6 @@ // Browser-pure AI-lexicon parsing and density helpers per core/stylometry.md §16. -export const DEFAULT_LEXICON_DENSITY_THRESHOLD = 2.0; +export const DEFAULT_LEXICON_DENSITY_THRESHOLD = 3.0; export const DEFAULT_LEXICON_MIN_HOT_MATCHES = { default: 1, ko: 2,