{"slug":"aris-auto-paper-improvement-loop","source_name":"aris-auto-paper-improvement-loop","name":"Aris Auto Paper Improvement Loop","description":"Autonomously improve a generated paper via GPT-5.4 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":50,"total_cases":22,"passed_cases":11,"tokens_delta_pct":126.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-27T14:15:17.766283+00:00"},"skill_score":0.5,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":50,"without_pass_pct":13.6,"tokens_delta_pct":126.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":16,"verdict":"mixed","never_hurt":false,"completed_at":"2026-07-27T14:15:17.766283+00:00","run_id":"6c2c1ba1-23fb-454a-962c-def6e4d887cc","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"78dff1971168713736cec25a1ff4ff50aad1c010afdd751e9beb9cb96196903b","raw_url":"https://app.decimal.ai/s/aris-auto-paper-improvement-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aris-auto-paper-improvement-loop"}