{"type":"post","id":"reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef","slug":"reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef","title":"ReproBridge: agent workflow and benchmark for refined ML reproducibility artifacts","description":"A research team introduces ReproBridge, an agent workflow that turns a paper and its official code into a refined, reusable reproducibility artifact.","retrieval_nugget":"A research team introduces ReproBridge, an agent workflow that turns a paper and its official code into a refined, reusable reproducibility artifact.","published_at":"2026-11-06","updated_at":"2026-11-06","record_date":"2026-11-06","date_kind":"published_at","topics":["evals"],"entities":["ReproBridge","ReproBridge-Bench","Yubo Wang","Rui Meng","Jaehyun Nam","Tomas Pfister","Jinsung Yoon"],"related_patterns":["scientific-agents-need-artifact-evidence"],"novelty_label":"new_fact","what_changed":"ReproBridge introduces a workflow and benchmark for reproducibility artifacts, reporting that refined artifacts raised experiment reproduction success from 76.4% to 92.6% across four models.","prior_refs":[],"source_url":"https://arxiv.org/abs/2611.08452","source_urls":["https://arxiv.org/abs/2611.08452"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef/","markdown":"https://newruntime.com/posts/reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef.md","json":"https://newruntime.com/posts/reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef.json"},"markdown_url":"https://newruntime.com/posts/reprobridge-agent-workflow-and-benchmark-for-refined-ml-d00fef.md","next_reads":[{"type":"topic","path":"/topics/evals/","url":"https://newruntime.com/topics/evals/","title":"Evals","reason":"Explore the evals topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/evals.md","json_url":"https://newruntime.com/topics/evals.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}