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Phase 4: LDAM head fine-tune (test F1 0.962, has_next_action 0.907, has_quality_finding 0.917)
f924397 verified
{
"priors": {
"validated_by": 3.4233679093492176e-05,
"had_outcome": 3.4233679093492176e-05,
"failed_because": 3.4233679093492176e-05,
"worked_because": 3.4233679093492176e-05,
"decided": 0.004416144603060491,
"blocked_by": 0.01554209030844545,
"has_next_action": 0.013933107391051316,
"has_status": 0.013727705316490363,
"has_goal": 0.16336311663414468,
"touched_file": 0.18633391530587792,
"ran_command": 0.2814350758275992,
"logged_event": 3.4233679093492176e-05,
"has_constraint": 0.1833898189038376,
"has_open_question": 0.1111225223374756,
"has_quality_finding": 0.012221423436376708,
"reverted_file": 3.4233679093492176e-05,
"deleted_file": 0.0005135051864023827,
"created_file": 0.013693471637396872,
"committed": 3.4233679093492176e-05,
"deployed": 3.4233679093492176e-05,
"incident_observed": 3.4233679093492176e-05
},
"default_tau": 0.0,
"predicate_order": [
"validated_by",
"had_outcome",
"failed_because",
"worked_because",
"decided",
"blocked_by",
"has_next_action",
"has_status",
"has_goal",
"touched_file",
"ran_command",
"logged_event",
"has_constraint",
"has_open_question",
"has_quality_finding",
"reverted_file",
"deleted_file",
"created_file",
"committed",
"deployed",
"incident_observed"
],
"note": "At inference: predicate_logit[y] -= tau * log(priors[y])."
}