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nucleic-purpose-classifier/data/semantic-audit-v1.json
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{
"auditVersion": "purpose-semantic-audit-v1",
"candidatePolicy": {
"automaticExclusion": false,
"crossLabelCosineThreshold": 0.985,
"nearestNeighborsPerRecord": 8,
"note": "Embedding similarity proposes review candidates only. It cannot safely distinguish deliberate boundary pairs from duplicated labels.",
"sameLabelCosineThreshold": 0.97
},
"candidates": [
{
"crossesFrozenBoundary": false,
"left": {
"line": 4639,
"origin": "synthetic",
"promptHash": "70944e70e0062e947476f73b704ec01ecee19420d06fd174c58a41c04e8112f6",
"purpose": "frontendImpl",
"source": "ml/purpose-classifier/data/purpose-prompts.jsonl",
"split": "validation"
},
"right": {
"line": 8435,
"origin": "synthetic",
"promptHash": "cb3e63992cbf5830a222933dc7b44be39933baedcb46e335be02e3c379685517",
"purpose": "frontendImpl",
"source": "ml/purpose-classifier/data/purpose-prompts.jsonl",
"split": "validation"
},
"sameLabel": true,
"similarity": 0.970376
}
],
"embedding": {
"device": "cpu",
"fixedInputShape": [
1,
128
],
"model": "sentence-transformers/all-MiniLM-L6-v2",
"pooling": "attention-mask mean pooling followed by L2 normalization",
"revision": "1110a243fdf4706b3f48f1d95db1a4f5529b4d41",
"truncation": {
"headTokens": 63,
"strategy": "head-tail-pair",
"tailTokens": 62
}
},
"humanReviewSample": {
"fraction": 0.1,
"generatedCSV": "ml/purpose-classifier/.artifacts/human-review-v1.csv",
"populationRecords": 12193,
"requiredFields": [
"reviewedPurpose",
"reviewedSecondary",
"reviewedDifficulty",
"reviewedSlice",
"reviewStatus"
],
"samplePurposeCounts": {
"backendImpl": 158,
"debugging": 154,
"frontendImpl": 155,
"planning": 152,
"quickFix": 150,
"refactor": 149,
"review": 150,
"writing": 151
},
"sampleRecords": 1219,
"sampleSliceCounts": {
"boundary": 245,
"core": 689,
"mixed": 108,
"pasted-context": 117,
"vague-eval": 60
},
"seed": 10558743,
"status": "planned",
"strata": [
"purpose",
"slice",
"primary language"
]
},
"population": {
"auditedRecords": 12280,
"canonicalSourceRecords": 12214,
"classifiableShippedFixtures": 87,
"curatedSyntheticRecords": 12193
},
"schemaVersion": 1,
"summary": {
"candidates": 1,
"crossLabelCandidates": 0,
"frozenBoundaryCandidates": 0,
"sameLabelCandidates": 1
}
}