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arXiv3h ago
5.3

StaRPO: Stability-Augmented Reinforcement Policy Optimization

Jinghan Zhang, Fengran Mo, Tharindu Cyril Weerasooriya, Ruimin Dai, Xiaoyan Han, Yanjie Fu, Dakuo Wang, Kunpeng Liu

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty8/10
Categorypaper
Topics
rlreasoningoptimization

Opportunity Brief

Build an RL policy optimizer that rewards internal structural consistency rather than just output correctness. Develop a custom loss function that penalizes illogical reasoning paths.

Suggested repo: logic-rl

"Train LLMs that think, don't just guess."

Estimated effort: 90h