{"slug":"tangxiangru-the-attribution-is-the-deliverable","source_name":"tangxiangru/the-attribution-is-the-deliverable","name":"Tangxiangru/The Attribution Is The Deliverable","description":"Use when the task statement names interpretability, explainability, feature importance, saliency or attribution among its outputs or objectives. The graded artifact is then the attribution map itself — per input unit, by the field's standard estimator, drawn as a figure — not a diagnostic about the model's internals and not an argument that the model is uninterpretable.","version":1,"lift":{"pass_rate_delta_pts":40,"pass_rate_pct":88,"total_cases":25,"passed_cases":22,"tokens_delta_pct":17.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-25T21:32:06.506295+00:00"},"skill_score":0.88,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40,"with_pass_pct":88,"without_pass_pct":48,"tokens_delta_pct":17.5,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":25,"verdict":"mixed","never_hurt":false,"completed_at":"2026-09-25T21:32:06.506295+00:00","run_id":"3d40a500-4873-46cc-b3c1-f7e31c32dee7","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"NOASSERTION","install_count":0,"manifest_hash":"ed3da6b5fe9becdfb6bb4a8b9acc541f9fe6417f8d79dfbe698403e08df20172","raw_url":"https://app.decimal.ai/s/tangxiangru-the-attribution-is-the-deliverable/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/tangxiangru-the-attribution-is-the-deliverable"}