Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

5 May 2024

Papers citing "Self-Reflection in LLM Agents: Effects on Problem-Solving Performance"

14 / 14 papers shown

Title
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 60 0 0 25 Apr 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 55 21 0 20 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach Ayeong Lee Ethan Che Tianyi Peng LRM 36 10 0 03 Mar 2025
RTBAS: Defending LLM Agents Against Prompt Injection and Privacy Leakage Peter Yong Zhong Siyuan Chen Ruiqi Wang McKenna McCall Ben L. Titzer Heather Miller Phillip B. Gibbons LLMAG 75 3 0 17 Feb 2025
Aligning Instruction Tuning with Pre-training Yiming Liang Tianyu Zheng Xinrun Du Ge Zhang J. Liu ... Zhaoxiang Zhang Wenhao Huang Jiajun Zhang Xiang Yue Jiajun Zhang 75 1 0 16 Jan 2025
Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges Aman Singh Thakur Kartik Choudhary Venkat Srinik Ramayapally Sankaran Vaidyanathan Dieuwke Hupkes ELM ALM 40 55 0 18 Jun 2024
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation Zihao Wang Anji Liu Haowei Lin Jiaqi Li Xiaojian Ma Yitao Liang ReLM RALM LRM 80 47 0 08 Mar 2024
Large Language Models: A Survey Shervin Minaee Tomáš Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 102 347 0 09 Feb 2024
The Benefits of a Concise Chain of Thought on Problem-Solving in Large Language Models Matthew Renze Erhan Guven LRM 20 33 0 11 Jan 2024
Metacognition is all you need? Using Introspection in Generative Agents to Improve Goal-directed Behavior Jason Toy Josh MacAdam Phil Tabor LLMAG LRM AI4CE 26 3 0 09 Jan 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 138 600 0 17 Oct 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 208 2,413 0 06 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 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 315 8,261 0 28 Jan 2022