{"slug":"ar9av-literature-review-agent","source_name":"ar9av/literature-review-agent","name":"Ar9av/Literature Review Agent","description":"Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through Semantic Scholar (Levenshtein > 70 fuzzy title match, temporal cutoff, dedup by paperId), cross-corroborate against Crossref + OpenAlex to flag hallucinated citations, build a BibTeX file, and draft Introduction + Related Work using ≥90% of the verified pool. Runs in parallel with the plotting-agent. TRIGGER when the or","version":2,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":267.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-16T06:18:34.395264+00:00"},"skill_score":0.7727,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":77.3,"without_pass_pct":22.7,"tokens_delta_pct":267.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":17,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-16T06:18:34.395264+00:00","run_id":"bae9ac89-48f5-4710-93b9-e2dc7acf85f3","version_number":2,"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":"e843364e6b0a9e40cb032b2393ef81380277b9793bde09d8767b2dc1dd66a41d","raw_url":"https://app.decimal.ai/s/ar9av-literature-review-agent/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/ar9av-literature-review-agent"}