What Affects the Stability of Tool Learning? An Empirical Study on the
Robustness of Tool Learning Frameworks

What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks

3 July 2024

Xiuying Chen

Shen Gao

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Papers citing "What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks"

10 / 10 papers shown

Title
ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Jinyang Gao Bolin Ding Huawei Shen Xueqi Chen LLMAG KELM 158 2 0 17 Feb 2025
ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages Junjie Ye Sixian Li Guanyu Li Caishuang Huang Songyang Gao Yilong Wu Qi Zhang Tao Gui Xuanjing Huang LLMAG 141 27 0 16 Feb 2024
TravelPlanner: A Benchmark for Real-World Planning with Language Agents Jian Xie Kai Zhang Jiangjie Chen Tinghui Zhu Renze Lou Yuandong Tian Yanghua Xiao Yu-Chuan Su LLMAG LM&Ro 125 179 0 02 Feb 2024
RoTBench: A Multi-Level Benchmark for Evaluating the Robustness of Large Language Models in Tool Learning Junjie Ye Yilong Wu Songyang Gao Caishuang Huang Sixian Li Guanyu Li Xiaoran Fan Qi Zhang Tao Gui Xuanjing Huang AAML 66 19 0 16 Jan 2024
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 90 566 0 24 May 2023
Robust Prompt Optimization for Large Language Models Against Distribution Shifts Moxin Li Wenjie Wang Fuli Feng Yixin Cao Jizhi Zhang Tat-Seng Chua OffRL 124 20 0 23 May 2023
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin E. Azarnasab Faisal Ahmed Zicheng Liu Ce Liu Michael Zeng Lijuan Wang ReLM KELM LRM 108 394 0 20 Mar 2023
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective Jindong Wang Xixu Hu Wenxin Hou Hao Chen Runkai Zheng ... Weirong Ye Xiubo Geng Binxing Jiao Yue Zhang Xingxu Xie AI4MH 129 236 0 22 Feb 2023
Robustness of Learning from Task Instructions Jiasheng Gu Hongyu Zhao Hanzi Xu Liang Nie Hongyuan Mei Wenpeng Yin OOD 83 34 0 07 Dec 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 436 2,955 0 06 Oct 2022

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