Towards Reasoning in Large Language Models: A Survey

20 December 2022

Jie Huang

Kevin Chen-Chuan Chang

Papers citing "Towards Reasoning in Large Language Models: A Survey"

50 / 77 papers shown

Title
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References Svenja Kenneweg J. Deigmöller Philipp Cimiano Julian Eggert 40 0 0 02 May 2025
Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Shaokun Zhang Ming Yin Jieyu Zhang J. H. Liu Zhiguang Han ... Beibin Li Chi Wang H. Wang Y. Chen Qingyun Wu 47 0 0 30 Apr 2025
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... S. Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 92 0 0 28 Apr 2025
Generative AI in Education: Student Skills and Lecturer Roles Stefanie Krause Ashish Dalvi Syed Khubaib Zaidi 56 0 0 28 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 87 0 0 23 Apr 2025
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 34 0 0 19 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 46 2 0 09 Apr 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 80 18 0 12 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Y. Liu Jin Jiang M. Zhang Jian Shao Yueting Zhuang LRM ReLM 53 3 0 09 Mar 2025
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent Xingzuo Li Kehai Chen Yunfei Long X. Bai Yong-mei Xu Min Zhang LRM LLMAG 79 1 0 04 Mar 2025
Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support G. Wang Minyu Gao Shuai Yang Ya Zhang Lizhi He ... Yexuan Zhang Wanyue Li Lu Chen Jintao Fei Xin Li 58 1 0 25 Feb 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 47 10 0 20 Feb 2025
SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language Models Yi Wu Z. Xiong Yiran Hu Shreyash S. Iyengar Nan Jiang Aniket Bera Lin Tan Suresh Jagannathan LM&Ro LLMAG 74 4 0 17 Feb 2025
LawGPT: Knowledge-Guided Data Generation and Its Application to Legal LLM Zhi-Hua Zhou Kun-Yang Yu Shi-Yu Tian Jiang-Xin Shi Xiao-Wen Yang Pengxiao Song Yi-Xuan Jin Lan-Zhe Guo Yu-Feng Li ELM AILaw 50 1 0 10 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 51 0 0 04 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Y. Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 86 36 0 22 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 41 1 0 02 Jan 2025
Codenames as a Benchmark for Large Language Models Matthew Stephenson Matthew Sidji Benoît Ronval LLMAG LRM ELM 101 1 0 16 Dec 2024
SceneLLM: Implicit Language Reasoning in LLM for Dynamic Scene Graph Generation Hang Zhang Zhuoling Li Jun Liu LRM 100 1 0 15 Dec 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies L. Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 44 3 0 24 Oct 2024
Benchmarking Defeasible Reasoning with Large Language Models -- Initial Experiments and Future Directions Ilias Tachmazidis Sotiris Batsakis G. Antoniou ReLM LRM 13 0 0 16 Oct 2024
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs Lei Sun Xinchen Wang Youdi Li RALM 29 0 0 16 Oct 2024
Evaluating the Instruction-following Abilities of Language Models using Knowledge Tasks Rudra Murthy Prince Kumar Praveen Venkateswaran Danish Contractor KELM ALM ELM 26 1 0 16 Oct 2024
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks Fangru Lin Shaoguang Mao Emanuele La Malfa Valentin Hofmann Adrian de Wynter Jing Yao Si-Qing Chen Michael Wooldridge Furu Wei Furu Wei 46 2 0 14 Oct 2024
Large Language Model-Enhanced Reinforcement Learning for Generic Bus Holding Control Strategies Jiajie Yu Yuhong Wang Wei Ma OffRL 34 1 0 14 Oct 2024
Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps Han Wang Yilin Zhao Dian Li Xiaohan Wang Gang Liu Xuguang Lan H. Wang LRM 36 1 0 14 Oct 2024
ProcBench: Benchmark for Multi-Step Reasoning and Following Procedure Ippei Fujisawa Sensho Nobe Hiroki Seto Rina Onda Yoshiaki Uchida Hiroki Ikoma Pei-Chun Chien Ryota Kanai LRM 34 3 0 04 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 49 1 0 02 Oct 2024
Knowledge-Driven Feature Selection and Engineering for Genotype Data with Large Language Models Joseph Lee Shu Yang Jae Young Baik Xiaoxi Liu Zhen Tan ... Zixuan Wen Bojian Hou D. Duong-Tran Tianlong Chen Li Shen 44 1 0 02 Oct 2024
Co-occurrence is not Factual Association in Language Models Xiao Zhang Miao Li Ji Wu KELM 59 2 0 21 Sep 2024
On the Diagram of Thought Yifan Zhang Yang Yuan Andrew Chi-Chih Yao 3DV LRM AI4CE 28 10 0 16 Sep 2024
LLM-3D Print: Large Language Models To Monitor and Control 3D Printing Yayati Jadhav P. Pak Amir Barati Farimani AI4CE 81 8 0 26 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 72 11 0 16 Aug 2024
Speech-Guided Sequential Planning for Autonomous Navigation using Large Language Model Meta AI 3 (Llama3) Alkesh K. Srivastava Philip Dames LLMAG LM&Ro 35 1 0 13 Jul 2024
Prompting Techniques for Secure Code Generation: A Systematic Investigation Catherine Tony Nicolás E. Díaz Ferreyra Markus Mutas Salem Dhiff Riccardo Scandariato SILM 62 9 0 09 Jul 2024
Leveraging Large Language Models for Integrated Satellite-Aerial-Terrestrial Networks: Recent Advances and Future Directions Shumaila Javaid R. A. Khalil Nasir Saeed Bin He Mohamed-Slim Alouini 32 8 0 05 Jul 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 62 18 0 02 Jul 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 61 49 0 12 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 32 0 0 04 Jun 2024
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top Keyuan Cheng Muhammad Asif Ali Shu Yang Gang Lin Yuxuan Zhai Haoyang Fei Ke Xu Lu Yu Lijie Hu Di Wang KELM 32 7 0 24 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 59 2 0 24 May 2024
Aggregation of Reasoning: A Hierarchical Framework for Enhancing Answer Selection in Large Language Models Zhangyue Yin Qiushi Sun Qipeng Guo Zhiyuan Zeng Xiaonan Li ... Qinyuan Cheng Ding Wang Xiaofeng Mou Xipeng Qiu XuanJing Huang LRM 41 3 0 21 May 2024
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 93 9 0 26 Apr 2024
Can LLMs Understand Computer Networks? Towards a Virtual System Administrator Denis Donadel Francesco Marchiori Luca Pajola Mauro Conti 24 7 0 19 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 62 49 0 02 Apr 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 112 347 0 09 Feb 2024
Investigating Recurrent Transformers with Dynamic Halt Jishnu Ray Chowdhury Cornelia Caragea 34 1 0 01 Feb 2024
RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses Sahil Girhepuje Siva Sankar Sajeev Purvam Jain Arya Sikder Adithya Rama Varma Ryan George Akshay Govind Srinivasan Mahendra Kurup Ashmit Sinha Sudip Mondal RALM 22 0 0 28 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 55 25 0 25 Jan 2024
Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review Luoma Ke Song Tong Peng Cheng Kaiping Peng OffRL LM&MA 51 17 0 03 Jan 2024