Daniele Dan
1 indexed paper
Recent (6 mo)
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126
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ML×1AI×1
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2026
On Effectiveness and Efficiency of Agentic Tool-calling and RL Training
This paper analyzes tool-calling in LLM agents, demonstrating that evaluation results are highly sensitive to implementation details and proposing new techniques to significantly improve the efficiency of RL-based training.
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Papers
cs.LGcs.AIRecentMay 28, 2026
On Effectiveness and Efficiency of Agentic Tool-calling and RL Training
Tong Liu, Cheng Qian, Matej Cief, Yuan He +3 more
This paper analyzes tool-calling in LLM agents, demonstrating that evaluation results are highly sensitive to implementation details and proposing new techniques to significantly improve the efficienc…
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