{"slug":"willoscar-dedupe-rank","source_name":"willoscar/dedupe-rank","name":"Willoscar/Dedupe Rank","description":"Use when a broad paper candidate pool needs deterministic deduplication and a stable core set.\n**Trigger**: dedupe, rank, core set, 去重, 排序, 精选论文, 核心集合.\n**Use when**: 检索后需要把广覆盖集合收敛成可管理的 core set（用于 taxonomy/outline/mapping）。\n**Skip if**: 已经有人手工整理了稳定的 `papers/core_set.csv`（无需再次 churn）。\n**Network**: none.\n**Guardrail**: 偏 deterministic；输出应可重复（稳定 paper_id、字段规范）。","version":2,"lift":{"pass_rate_delta_pts":29.17,"pass_rate_pct":79.2,"total_cases":24,"passed_cases":19,"tokens_delta_pct":-37.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-20T07:50:43.956738+00:00"},"skill_score":0.7917,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":29.17,"with_pass_pct":79.2,"without_pass_pct":50,"tokens_delta_pct":-37.4,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":20,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-20T07:50:43.956738+00:00","run_id":"b2d5c208-5776-4429-8b6a-1faea69935e6","version_number":1,"is_latest_version":false,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"d9a765b80d40751db7761c0a3a70a0f29fc422afddc55da2ab2dcfc1742555a2","raw_url":"https://app.decimal.ai/s/willoscar-dedupe-rank/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/willoscar-dedupe-rank"}