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arXiv1d ago
5.2

RAGEN-2: Reasoning Collapse in Agentic RL

Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Li Fei-Fei, Lijuan Wang, Yejin Choi, Manling Li

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
agentsrlreasoning

Opportunity Brief

Build a stability monitor for agentic RL that detects 'template-based' reasoning collapse. Developers should create an observability tool that tracks input-dependency in model reasoning to prevent silent failure modes.

Suggested repo: reason-guard

"Detect when your agent stops reasoning and starts memorizing."

Estimated effort: 25h