Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments

23 May 2025

Papers citing "Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments"

22 / 22 papers shown

Title
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 94 14 0 22 Apr 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 125 158 0 30 Dec 2024
Autonomous Evaluation and Refinement of Digital Agents Jiayi Pan Yichi Zhang Nicholas Tomlin Yifei Zhou Sergey Levine Alane Suhr ELM 79 54 0 09 Apr 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 97 55 0 02 Apr 2024
StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows Yiran Wu Tianwei Yue Shaokun Zhang Chi Wang Qingyun Wu 58 22 0 17 Mar 2024
AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents Chang Ma Junlei Zhang Zhihao Zhu Cheng Yang Yujiu Yang Yaohui Jin Zhenzhong Lan Lingpeng Kong Junxian He ELM LLMAG 56 67 0 24 Jan 2024
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 118 2,049 0 12 Sep 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 66 1,225 0 22 Aug 2023
ExpeL: LLM Agents Are Experiential Learners Andrew Zhao Daniel Huang Quentin Xu Matthieu Lin Yang Liu Gao Huang LLMAG 74 208 0 20 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 84 288 0 07 Aug 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 236 4,186 0 09 Jun 2023
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration Ji Lin Jiaming Tang Haotian Tang Shang Yang Wei-Ming Chen Wei-Chen Wang Guangxuan Xiao Xingyu Dang Chuang Gan Song Han EDL MQ 66 520 0 01 Jun 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 351 1,852 0 07 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 647 13,788 0 15 Mar 2023
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 344 2,709 0 06 Oct 2022
ScienceWorld: Is your Agent Smarter than a 5th Grader? Ruoyao Wang Peter Alexander Jansen Marc-Alexandre Côté Prithviraj Ammanabrolu LLMAG ReLM LRM 71 117 0 14 Mar 2022
A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation Tianxiang Sun Xiangyang Liu Wei-wei Zhu Zhichao Geng Lingling Wu Yilong He Yuan Ni Guotong Xie Xuanjing Huang Xipeng Qiu 69 41 0 03 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 582 9,009 0 28 Jan 2022
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning Mohit Shridhar Xingdi Yuan Marc-Alexandre Côté Yonatan Bisk Adam Trischler Matthew J. Hausknecht LM&Ro LLMAG 60 423 0 08 Oct 2020
BERT Loses Patience: Fast and Robust Inference with Early Exit Wangchunshu Zhou Canwen Xu Tao Ge Julian McAuley Ke Xu Furu Wei 36 337 0 07 Jun 2020
Interactive Fiction Games: A Colossal Adventure Matthew J. Hausknecht Prithviraj Ammanabrolu Marc-Alexandre Côté Xingdi Yuan LLMAG LM&Ro AI4CE 42 196 0 11 Sep 2019
BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning Maxime Chevalier-Boisvert Dzmitry Bahdanau Salem Lahlou Lucas Willems Chitwan Saharia Thien Huu Nguyen Yoshua Bengio ELM 69 235 0 18 Oct 2018