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Weihua Du · HaileiGong · Zhan Ling · Kang Liu · Lingfeng Shen · Xuesong Yao · Yufei Xu · Dingyuan Shi · Yiming Yang · Jiecao Chen
Zhaoyang Li · Zhan Ling · Yuchen Zhou · Litian Gong · Erdem Biyik · Hao Su
Miao Lu · Weiwei Sun · Weihua Du · Zhan Ling · Xuesong Yao · Kang Liu · Jiecao Chen
We study reinforcement learning (RL) fine-tuning of large language model (LLM) agents for long-horizon multi-turn tool use, where context length quickly becomes a fundamental bottleneck. Existing multi-turn RL pipelines suffer from degraded instruction following, excessive rollout costs, and most...