Title
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training Cheng Tan Jingxuan Wei Zhangyang Gao Linzhuang Sun Siyuan Li Ruifeng Guo Xihong Yang Stan Z. Li LRM 14 7 0 23 Nov 2023
Applications of Large Scale Foundation Models for Autonomous Driving Yu Huang Yue Chen Zhu Li ELM AI4CE LRM ALM LM&Ro 46 14 0 20 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 31 51 0 20 Nov 2023
MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning Xiangru Tang Anni Zou Zhuosheng Zhang Ziming Li Yilun Zhao Xingyao Zhang Arman Cohan Mark B. Gerstein LRM LM&MA 22 134 0 16 Nov 2023
Structured Chemistry Reasoning with Large Language Models Siru Ouyang Zhuosheng Zhang Bing Yan Xuan Liu Yejin Choi Jiawei Han Lianhui Qin LRM 14 14 0 16 Nov 2023
StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving Chang Gao Haiyun Jiang Deng Cai Shuming Shi Wai Lam LRM 26 3 0 15 Nov 2023
MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration Lin Xu Zhiyuan Hu Daquan Zhou Hongyu Ren Zhen Dong Kurt Keutzer See Kiong Ng Jiashi Feng LRM LLMAG ELM 12 1 0 14 Nov 2023
Fast Chain-of-Thought: A Glance of Future from Parallel Decoding Leads to Answers Faster Hongxuan Zhang Zhining Liu Yao Zhao Jiaqi Zheng Chenyi Zhuang Jinjie Gu Guihai Chen LRM MLLM 8 1 0 14 Nov 2023
On the Discussion of Large Language Models: Symmetry of Agents and Interplay with Prompts Qineng Wang Zihao W. Wang Ying Su Yangqiu Song AI4CE LLMAG 26 0 0 13 Nov 2023
Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation Ruomeng Ding Chaoyun Zhang Lu Wang Yong Xu Ming-Jie Ma Wei Zhang Si Qin Saravan Rajmohan Qingwei Lin Dongmei Zhang LRM 25 59 0 07 Nov 2023
Large Language Models to the Rescue: Reducing the Complexity in Scientific Workflow Development Using ChatGPT Mario Sanger Ninon De Mecquenem Katarzyna Ewa Lewiñska Vasilis Bountris Fabian Lehmann Ulf Leser Thomas Kosch 29 4 0 03 Nov 2023
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 11 42 0 02 Nov 2023
ProAgent: From Robotic Process Automation to Agentic Process Automation Yining Ye Xin Cong Shizuo Tian Jian Cao Hao Wang ... Heyang Yu Huadong Wang Yankai Lin Zhiyuan Liu Maosong Sun AI4CE 10 19 0 02 Nov 2023
Unleashing the Creative Mind: Language Model As Hierarchical Policy For Improved Exploration on Challenging Problem Solving Z. Ling Yunhao Fang Xuanlin Li Tongzhou Mu Mingu Lee Reza Pourreza Roland Memisevic Hao Su LRM 23 4 0 01 Nov 2023
ControlLLM: Augment Language Models with Tools by Searching on Graphs Zhaoyang Liu Zeqiang Lai Zhangwei Gao Erfei Cui Ziheng Li ... Lewei Lu Qifeng Chen Yu Qiao Jifeng Dai Wenhai Wang MLLM 126 30 0 26 Oct 2023
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Eric Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 21 24 0 26 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 30 2 0 24 Oct 2023
Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review Banghao Chen Zhaofeng Zhang Nicolas Langrené Shengxin Zhu LLMAG 16 89 0 23 Oct 2023
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future Directions Junchao Wu Shu Yang Runzhe Zhan Yulin Yuan Derek F. Wong Lidia S. Chao DeLMO 11 22 0 23 Oct 2023
Prompt Engineering Through the Lens of Optimal Control Yifan Luo Yiming Tang Chengfeng Shen Zhennan Zhou Bin Dong OffRL 25 5 0 22 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 2023
Autonomous Tree-search Ability of Large Language Models Zheyu Zhang Zhuorui Ye Yikang Shen Chuang Gan LRM 16 0 0 14 Oct 2023
Receive, Reason, and React: Drive as You Say with Large Language Models in Autonomous Vehicles Can Cui Yunsheng Ma Xu Cao Wenqian Ye Ziran Wang 19 35 0 12 Oct 2023
Mini-DALLE3: Interactive Text to Image by Prompting Large Language Models Zeqiang Lai Xizhou Zhu Jifeng Dai Yu Qiao Wenhai Wang MLLM DiffM 35 22 0 11 Oct 2023
Let Models Speak Ciphers: Multiagent Debate through Embeddings Chau Pham Boyi Liu Yingxiang Yang Zhengyu Chen Tianyi Liu Jianbo Yuan Bryan A. Plummer Zhaoran Wang Hongxia Yang LLMAG 29 15 0 10 Oct 2023
Guiding Language Model Math Reasoning with Planning Tokens Xinyi Wang Lucas Page-Caccia O. Ostapenko Xingdi Yuan William Yang Wang Alessandro Sordoni LRM 29 2 0 09 Oct 2023
Integrating Graphs with Large Language Models: Methods and Prospects Shirui Pan Yizhen Zheng Yixin Liu AIFin 14 25 0 09 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 18 3 0 07 Oct 2023
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-xiong Wang LRM AI4CE LM&Ro LLMAG 26 183 0 06 Oct 2023
Amortizing intractable inference in large language models Marvin Schmitt Moksh Jain Daniel Habermann Younesse Kaddar Ullrich Kothe Stefan T. Radev Nikolay Malkin AIFin BDL 19 45 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 41 13 0 06 Oct 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 6 1 0 05 Oct 2023
How FaR Are Large Language Models From Agents with Theory-of-Mind? Pei Zhou Aman Madaan Srividya Pranavi Potharaju Aditya Gupta Kevin R. McKee ... Xiang Ren Swaroop Mishra Aida Nematzadeh Shyam Upadhyay Manaal Faruqui LRM AI4CE 15 47 0 04 Oct 2023
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation E. Zelikman Eliana Lorch Lester W. Mackey Adam Tauman Kalai LRM ReLM 36 46 0 03 Oct 2023
Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Optimization Zijun Liu Yanzhe Zhang Peng Li Yang Janet Liu Diyi Yang LLMAG 18 103 0 03 Oct 2023
What's the Magic Word? A Control Theory of LLM Prompting Aman Bhargava Cameron Witkowski Manav Shah Matt W. Thomson LLMAG 43 29 0 02 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 34 178 0 02 Oct 2023
UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities Hejia Geng Boxun Xu Peng Li ELM LRM ReLM 30 1 0 30 Sep 2023
SocREval: Large Language Models with the Socratic Method for Reference-Free Reasoning Evaluation Hangfeng He Hongming Zhang Dan Roth LRM ELM ReLM 23 5 0 29 Sep 2023
Suspicion-Agent: Playing Imperfect Information Games with Theory of Mind Aware GPT-4 Jiaxian Guo Bo Yang Paul D. Yoo Bill Yuchen Lin Yusuke Iwasawa Yutaka Matsuo LLMAG 13 40 0 29 Sep 2023
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution Chrisantha Fernando Dylan Banarse Henryk Michalewski Simon Osindero Tim Rocktaschel LLMAG ReLM LRM 10 174 0 28 Sep 2023
Language Models as a Service: Overview of a New Paradigm and its Challenges Emanuele La Malfa Aleksandar Petrov Simon Frieder Christoph Weinhuber Ryan Burnell Raza Nazar Anthony Cohn Nigel Shadbolt Michael Wooldridge ALM ELM 27 3 0 28 Sep 2023
Integration of Large Language Models within Cognitive Architectures for Autonomous Robots Miguel Ángel González Santamarta Francisco J. Rodríguez-Lera Ángel Manuel Guerrero Higueras Vicente Matellán Olivera LLMAG LM&Ro 27 5 0 26 Sep 2023
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs Justin Chih-Yao Chen Swarnadeep Saha Mohit Bansal LLMAG LRM 27 111 0 22 Sep 2023
Self-Explanation Prompting Improves Dialogue Understanding in Large Language Models Haoyu Gao Ting-En Lin Hangyu Li Min Yang Yuchuan Wu Wentao Ma Yongbin Li LRM 27 10 0 22 Sep 2023
Natural Language Embedded Programs for Hybrid Language Symbolic Reasoning Tianhua Zhang Jiaxin Ge Hongyin Luo Yung-Sung Chuang Mingye Gao Yuan Gong Xixin Wu Yoon Kim Helen M. Meng James R. Glass LRM ReLM 81 15 0 19 Sep 2023
Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles Can Cui Yunsheng Ma Xu Cao Wenqian Ye Ziran Wang 9 102 0 19 Sep 2023
Memory Injections: Correcting Multi-Hop Reasoning Failures during Inference in Transformer-Based Language Models Mansi Sakarvadia Aswathy Ajith Arham Khan Daniel Grzenda Nathaniel Hudson André Bauer Kyle Chard Ian T. Foster KELM LRM 11 16 0 11 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 8 85 0 31 Aug 2023
Rational Decision-Making Agent with Internalized Utility Judgment Yining Ye Xin Cong Shizuo Tian Yujia Qin Chong Liu Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 19 8 0 24 Aug 2023