FunReason: Enhancing Large Language Models' Function Calling via Self-Refinement Multiscale Loss and Automated Data Refinement

26 May 2025

Papers citing "FunReason: Enhancing Large Language Models' Function Calling via Self-Refinement Multiscale Loss and Automated Data Refinement"

6 / 6 papers shown

Title
Small Models, Big Tasks: An Exploratory Empirical Study on Small Language Models for Function Calling Ishan Kavathekar Raghav Donakanti Ponnurangam Kumaraguru Karthik Vaidhyanathan 142 1 0 27 Apr 2025
Acting Less is Reasoning More! Teaching Model to Act Efficiently Hongru Wang Cheng Qian Wanjun Zhong Xiusi Chen Jiahao Qiu Shijue Huang Bowen Jin Mengdi Wang Kam-Fai Wong Heng Ji OffRL LRM 107 5 0 21 Apr 2025
ToolRL: Reward is All Tool Learning Needs Cheng Qian Emre Can Acikgoz Qi He Hongru Wang Xiusi Chen Dilek Hakkani-Tur Gokhan Tur Heng Ji OffRL LRM 139 32 0 16 Apr 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 231 217 0 18 Mar 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 382 2,022 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 340 338 0 22 Jan 2025