Title
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 30 0 0 08 Apr 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 50 7 0 16 Mar 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 47 1 0 03 Jan 2025
Are Large-Language Models Graph Algorithmic Reasoners? Alexander K. Taylor Anthony Cuturrufo Vishal Yathish Mingyu Derek Ma Wei Wang LRM 23 0 0 29 Oct 2024
Are LLMs Good Zero-Shot Fallacy Classifiers? Fengjun Pan Xiaobao Wu Zongrui Li Anh Tuan Luu LRM 18 7 0 19 Oct 2024
Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies Wachara Fungwacharakorn Nguyen Ha Thanh May Myo Zin Ken Satoh 20 0 0 16 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 27 13 0 15 Oct 2024
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models Tongxuan Liu Wenjiang Xu Weizhe Huang Yuting Zeng Jiaxing Wang Hailong Yang Hailong Yang Jing Li LRM ReLM 22 5 0 26 Sep 2024
HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows Wenlin Yao Haitao Mi Dong Yu LRM AI4CE 25 2 0 25 Sep 2024
Diagnostic Reasoning in Natural Language: Computational Model and Application Nils Dycke Matej Zečević Ilia Kuznetsov Beatrix Suess Kristian Kersting Iryna Gurevych LRM 20 0 0 09 Sep 2024
Internal Consistency and Self-Feedback in Large Language Models: A Survey Xun Liang Shichao Song Zifan Zheng Hanyu Wang Qingchen Yu ... Rong-Hua Li Peng Cheng Zhonghao Wang Feiyu Xiong Zhiyu Li HILM LRM 38 23 0 19 Jul 2024
Demystifying Higher-Order Graph Neural Networks Maciej Besta Florian Scheidl Lukas Gianinazzi S. Klaiman Jürgen Müller Torsten Hoefler 19 1 0 18 Jun 2024
Abstraction-of-Thought Makes Language Models Better Reasoners Ruixin Hong Hongming Zhang Xiaoman Pan Dong Yu Changshui Zhang LRM 21 2 0 18 Jun 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 42 42 0 11 Jun 2024
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Maciej Besta Lorenzo Paleari Aleš Kubíček Piotr Nyczyk Robert Gerstenberger Patrick Iff Tomasz Lehmann H. Niewiadomski Torsten Hoefler 35 5 0 04 Jun 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 37 35 0 08 May 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 23 16 0 24 Apr 2024
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding Yichao Fu Peter Bailis Ion Stoica Hao Zhang 104 50 0 03 Feb 2024
GAR-meets-RAG Paradigm for Zero-Shot Information Retrieval Daman Arora Anush Kini Sayak Ray Chowdhury Nagarajan Natarajan Gaurav Sinha Amit Sharma RALM 53 11 0 31 Oct 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 121 20 0 26 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 132 258 0 17 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 88 37 0 02 Oct 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 144 58 0 01 May 2023
$k$ NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference Benfeng Xu Quan Wang Zhendong Mao Yajuan Lyu Qiaoqiao She Yongdong Zhang 83 52 0 24 Mar 2023
The Learnability of In-Context Learning Noam Wies Yoav Levine Amnon Shashua 92 89 0 14 Mar 2023
A Survey of Graph Prompting Methods: Techniques, Applications, and Challenges Xuansheng Wu Kaixiong Zhou Mingchen Sun Xin Wang Ninghao Liu 26 7 0 13 Mar 2023
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 108 270 0 03 Oct 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 181 78 0 29 Sep 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 195 1,089 0 20 Sep 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 130 94 0 16 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 288 2,712 0 24 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 196 157 0 24 May 2022
On the Paradox of Learning to Reason from Data Honghua Zhang Liunian Harold Li Tao Meng Kai-Wei Chang Guy Van den Broeck NAI ReLM OOD LRM 124 72 0 23 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 277 3,163 0 21 Mar 2022
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Parallel Algorithms for Finding Large Cliques in Sparse Graphs Lukas Gianinazzi Maciej Besta Yannick Schaffner Torsten Hoefler 27 21 0 20 Sep 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 232 184 0 17 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 239 460 0 06 Jan 2021
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Simpler Context-Dependent Logical Forms via Model Projections R. Long Panupong Pasupat Percy Liang 180 99 0 16 Jun 2016