Title
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS Jinyang Wu Mingkuan Feng Shuai Zhang Feihu Che Zengqi Wen J. Tao ReLM LRM 102 9 0 27 Nov 2024
CoA: Chain-of-Action for Generative Semantic Labels Meng Wei Zhongnian Li Peng Ying Xinzheng Xu VLM 64 0 0 26 Nov 2024
LLM Augmentations to support Analytical Reasoning over Multiple Documents Raquib Bin Yousuf Nicholas Defelice Mandar Sharma Shengzhe Xu Naren Ramakrishnan 59 0 0 25 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 76 1 0 22 Nov 2024
Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Libo Wang LRM AI4CE 46 0 0 14 Nov 2024
Evaluating World Models with LLM for Decision Making Chang Yang Xinrun Wang Junzhe Jiang Qinggang Zhang Xiao Huang LLMAG ELM 34 2 0 13 Nov 2024
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 42 3 0 11 Nov 2024
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding Thoughts Bo Yang Qingping Yang Runtao Liu Runtao Liu LRM ReLM ELM AIMat 62 1 0 11 Nov 2024
Autonomous Industrial Control using an Agentic Framework with Large Language Models Javal Vyas Mehmet Mercangöz AI4CE LLMAG 36 2 0 08 Nov 2024
Watson: A Cognitive Observability Framework for the Reasoning of LLM-Powered Agents Benjamin Rombaut Sogol Masoumzadeh Kirill Vasilevski Dayi Lin Ahmed E. Hassan LRM 26 0 0 05 Nov 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs L. Chen Panrong Tong Zhongming Jin Ying Sun Jieping Ye Hui Xiong KELM RALM LRM 43 7 0 31 Oct 2024
Blind Spot Navigation in LLM Reasoning with Thought Space Explorer Jinghan Zhang Fengran Mo Xiting Wang Kunpeng Liu LM&Ro LRM 51 5 0 31 Oct 2024
Leveraging LLMs for Hypothetical Deduction in Logical Inference: A Neuro-Symbolic Approach Qingchuan Li Jiatong Li Tongxuan Liu Yuting Zeng Mingyue Cheng Weizhe Huang Qi Liu LRM AI4CE 42 2 0 29 Oct 2024
Can Large Language Models Act as Symbolic Reasoners? Rob Sullivan Nelly Elsayed ELM LRM 27 4 0 28 Oct 2024
Cooperative Strategic Planning Enhances Reasoning Capabilities in Large Language Models Danqing Wang Zhuorui Ye Fei Fang Lei Li LLMAG LRM 18 0 0 25 Oct 2024
Cobblestone: Iterative Automation for Formal Verification Saketh Ram Kasibatla Arpan Agarwal Yuriy Brun Sorin Lerner Talia Ringer Emily First 23 0 0 25 Oct 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 33 6 0 23 Oct 2024
Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation Yuli Qiu Jiashu Yao Heyan Huang Yuhang Guo LRM 29 0 0 22 Oct 2024
A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration Yingqian Cui Pengfei He Xianfeng Tang Qi He Chen Luo Jiliang Tang Yue Xing LRM 15 5 0 21 Oct 2024
Supervised Chain of Thought Xiang Zhang Dujian Ding LRM AI4CE 23 1 0 18 Oct 2024
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoning Pengfei He Zitao Li Yue Xing Yaling Li Jiliang Tang Bolin Ding LLMAG LRM 27 1 0 18 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 59 2 0 18 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Z. Li Lingpeng Kong DiffM LRM 37 15 0 18 Oct 2024
CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model Building Walker Byrnes Miroslav Bogdanovic Avi Balakirsky Stephen Balakirsky Animesh Garg LM&Ro 26 0 0 17 Oct 2024
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents Long Li Weiwen Xu Jiayan Guo Ruochen Zhao Xingxuan Li ... Ronghao Dang Deli Zhao Yu Rong Tian Feng Lidong Bing LRM AI4CE 36 17 0 17 Oct 2024
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up Jiahao Yuan Dehui Du Hao Zhang Zixiang Di Usman Naseem LRM 24 1 0 16 Oct 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 41 6 0 16 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 43 13 0 15 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 59 2 0 14 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 30 3 0 14 Oct 2024
SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction L. Yang Zhaochen Yu T. Zhang Minkai Xu Joseph E. Gonzalez Bin Cui Shuicheng Yan ELM ReLM LRM 44 0 0 11 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 68 1 0 09 Oct 2024
The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning Xiyan Fu Anette Frank LRM 23 0 0 08 Oct 2024
Integrating Planning into Single-Turn Long-Form Text Generation Yi Liang You Wu Honglei Zhuang Li Chen Jiaming Shen ... Zhen Qin Sumit Sanghai Xuanhui Wang Carl Yang Michael Bendersky 48 3 0 08 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 58 2 0 07 Oct 2024
MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration Lai Wei Wenkai Wang Xiaoyu Shen Yu Xie Zhihao Fan Xiaojin Zhang Zhongyu Wei Wei Chen 24 4 0 06 Oct 2024
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search Murong Yue Wenlin Yao Haitao Mi Dian Yu Ziyu Yao Dong Yu LRM 28 4 0 04 Oct 2024
Steering Large Language Models between Code Execution and Textual Reasoning Yongchao Chen Harsh Jhamtani Srinagesh Sharma Chuchu Fan Chi Wang LLMAG LRM 31 6 0 04 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 23 1 0 03 Oct 2024
Better Instruction-Following Through Minimum Bayes Risk Ian Wu Patrick Fernandes Amanda Bertsch Seungone Kim Sina Pakazad Graham Neubig 48 9 0 03 Oct 2024
The Role of Deductive and Inductive Reasoning in Large Language Models Chengkun Cai Xu Zhao Haoliang Liu Zhongyu Jiang Tianfang Zhang Zongkai Wu Jenq-Neng Hwang Serge Belongie Lei Li LRM 37 2 0 03 Oct 2024
Agent-Oriented Planning in Multi-Agent Systems Ao Li Yuexiang Xie Songze Li Fugee Tsung Bolin Ding Yaliang Li AIFin 61 5 0 03 Oct 2024
MARPLE: A Benchmark for Long-Horizon Inference Emily Jin Zhuoyi Huang Jan-Philipp Fränken Weiyu Liu Hannah Cha Erik Brockbank Sarah Wu Ruohan Zhang Jiajun Wu Tobias Gerstenberg 30 0 0 02 Oct 2024
Auto-Demo Prompting: Leveraging Generated Outputs as Demonstrations for Enhanced Batch Prompting Longyu Feng Mengze Hong Chen Jason Zhang 39 2 0 02 Oct 2024
Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia Miao Yu Junyuan Mao Guibin Zhang Jingheng Ye Junfeng Fang Aoxiao Zhong Yang Liu Yuxuan Liang Kun Wang Qingsong Wen 23 2 0 02 Oct 2024
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking Danqing Wang Jianxin Ma Fei Fang Lei Li LLMAG LRM 59 0 0 02 Oct 2024
Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models Shitian Zhao Renrui Zhang Xu Luo Yan Wang Shanghang Zhang Peng Gao 18 0 0 01 Oct 2024
BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search Linzhuang Sun Hao Liang Jingxuan Wei Bihui Yu Conghui He Zenan Zhou Wentao Zhang 16 4 0 26 Sep 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 39 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 44 6 0 25 Sep 2024