{"slug":"yogsoth-ai-multi-stage-cascade-extraction","source_name":"yogsoth-ai/multi-stage-cascade-extraction","name":"Yogsoth AI/Multi Stage Cascade Extraction","description":"Run a multi-stage extraction cascade (mention detection, document-level coreference clustering, optional saliency judgment, N-ary relation/triple extraction) directly over a paper's full text — covers SciERC, SciREX, and NLP Contribution Graph. Use this whenever cross-sentence or document-level entity/relation extraction is needed (e.g. SciREX-style Task-Dataset-Metric-Score tuples); do NOT use unit-classification for this, since these methods reason over the whole document's mentions, not indep","version":1,"lift":{"pass_rate_delta_pts":52.17,"pass_rate_pct":82.6,"total_cases":23,"passed_cases":19,"tokens_delta_pct":-20.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-07T11:00:23.055482+00:00"},"skill_score":0.8261,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":52.17,"with_pass_pct":82.6,"without_pass_pct":30.4,"tokens_delta_pct":-20.8,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":false,"completed_at":"2026-09-07T11:00:23.055482+00:00","run_id":"0b9c811a-3038-4bdd-9b7d-492a083f438c","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":"Apache-2.0","install_count":0,"manifest_hash":"1d547c12e9abb38b1d8d0e7c7450e06af2d83d5cbd2aa50c77b8202dc2ec87c1","raw_url":"https://app.decimal.ai/s/yogsoth-ai-multi-stage-cascade-extraction/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/yogsoth-ai-multi-stage-cascade-extraction"}