AINeutralarXiv – CS AI · 6h ago7/10
🧠
On Effectiveness and Efficiency of Agentic Tool-calling and RL Training
A new research paper identifies critical inconsistencies in how tool-calling capabilities are evaluated across LLM agents, showing that minor implementation choices significantly affect benchmark results. The authors propose two optimization techniques that accelerate reinforcement learning-based tool-calling training while maintaining performance levels.