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Sicong Liao

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#artificial intelligence Preprint Oct 2026

CARM: Cancellation-Aware Response Masking for LLM Reinforcement Learning

Recent years have witnessed the rapid adoption of reinforcement learning (RL) in large language model (LLM) post-training, with substantial gains in mathematical reasoning and code generation. In practical systems, however, policy updates and differences between rollout and training engines can make sampled responses o...

Ya-Fei Zhang, Song-Shuo Lu, Si-Cong Liao et al. · 0 citations
Preprint Aug 2026

TCPO: Turn-Level Credit Policy Optimization

TCPO casts credit assignment as score-to-credit conversion and constructs turn-level advantages through reference-based comparisons and achieves the best or tied-best best-turn Pass@8 on Qwen3-4B and DeepSeek-R1-Distill-Llama-8B, reduces turns to success, and improves multi-turn agent performance.

Si-Cong Liao, Zhi Chen, Yao-Hua Tang · 3 citations

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