Title
Two-way Evidence self-Alignment based Dual-Gated Reasoning Enhancement Kexin Zhang Junlan Chen Daifeng Li Yuxuan Zhang Yangyang Feng Bowen Deng Weixu Chen LRM 52 0 0 22 May 2025
Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Zhen Zhang Xuehai He Weixiang Yan Ao Shen Chenyang Zhao Shuaiqiang Wang Yelong Shen Xin Eric Wang LRM 55 0 0 21 May 2025
Text Generation Beyond Discrete Token Sampling Yufan Zhuang Liyuan Liu Chandan Singh Jingbo Shang Jianfeng Gao OOD 102 1 0 20 May 2025
SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao BDL LRM 87 1 0 16 May 2025
When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs Xiaomin Li Zhou Yu Zhiwei Zhang Xupeng Chen Ziji Zhang Yingying Zhuang Narayanan Sadagopan Anurag Beniwal LRM 57 1 0 16 May 2025
SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation Quang P.M. Pham Khoi T.N. Nguyen Nhi H. Doan Cuong Pham Kentaro Inui Dezhen Song 146 0 0 01 May 2025
FLIP Reasoning Challenge Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML VLM LRM 123 0 0 16 Apr 2025
Reimagining Urban Science: Scaling Causal Inference with Large Language Models Yutong Xia Ao Qu Yunhan Zheng Yihong Tang Dingyi Zhuang ... Cathy Wu Roger Zimmermann Lijun Sun Roger Zimmermann Jinhua Zhao AI4CE 287 1 0 15 Apr 2025
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution Chenghao Li Chaoning Zhang Yi Lu Jing Zhang Qigan Sun X. Wang Jiwei Wei Guoqing Wang Yang Yang Jikang Cheng LRM 102 2 0 13 Apr 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 88 1 0 28 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 77 31 0 27 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 87 2 0 05 Mar 2025
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Zhenyu Pan Haozheng Luo Manling Li Han Liu LRM 80 16 0 24 Feb 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 77 2 0 23 Feb 2025
Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference Thanh Le-Cong Bach Le Toby Murray LRM 69 1 0 22 Feb 2025
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework Reza Averly Xia Ning 150 1 0 21 Feb 2025
CER: Confidence Enhanced Reasoning in LLMs Ali Razghandi Seyed Mohammad Hadi Hosseini Mahdieh Soleymani Baghshah LRM 132 5 0 20 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 97 3 0 11 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 85 35 0 11 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 130 0 0 04 Feb 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 116 2 0 28 Jan 2025
Beyond Numeric Awards: In-Context Dueling Bandits with LLM Agents Fanzeng Xia Hao Liu Yisong Yue Tongxin Li 102 1 0 03 Jan 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 110 14 0 03 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 345 0 0 31 Dec 2024
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 121 48 0 31 Dec 2024
EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records Yeonsu Kwon Jiho Kim Gyubok Lee Seongsu Bae Daeun Kyung Wonchul Cha Tom Pollard Alistair E. W. Johnson Edward Choi 101 0 0 31 Dec 2024
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 118 8 0 22 Nov 2024
Planning-Driven Programming: A Large Language Model Programming Workflow Chao Lei Yanchuan Chang Nir Lipovetzky Krista A. Ehinger 125 4 0 21 Nov 2024
CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation Jie Liu Pan Zhou Yingjun Du Ah-Hwee Tan Cees G. M. Snoek Jan-Jakob Sonke E. Gavves LLMAG 58 2 0 07 Nov 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 51 5 0 16 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 102 2 0 14 Oct 2024
Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning Hyun Ryu Gyeongman Kim Hyemin S. Lee Eunho Yang LRM 73 6 0 10 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 83 4 0 07 Oct 2024
Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis Hongkang Li Songtao Lu Pin-Yu Chen Xiaodong Cui Meng Wang LRM 39 6 0 03 Oct 2024
ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement Xiangyu Peng Congying Xia Xinyi Yang Caiming Xiong Chien-Sheng Wu Chen Xing LRM 70 5 0 03 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 47 5 0 03 Oct 2024
Agent-Oriented Planning in Multi-Agent Systems Ao Li Yuexiang Xie Songze Li Fugee Tsung Bolin Ding Yaliang Li AIFin 291 7 0 03 Oct 2024
COOL: Efficient and Reliable Chain-Oriented Objective Logic with Neural Networks Feedback Control for Program Synthesis Jipeng Han 62 0 0 02 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 64 9 0 26 Sep 2024
E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL Hasan Alp Caferoğlu Özgür Ulusoy 68 20 0 25 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 155 101 0 18 Sep 2024
How Does Code Pretraining Affect Language Model Task Performance? Jackson Petty Sjoerd van Steenkiste Tal Linzen 75 10 0 06 Sep 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 92 15 0 16 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 78 20 0 01 Aug 2024
Are LLMs Good Annotators for Discourse-level Event Relation Extraction? Kangda Wei Aayush Gautam Ruihong Huang 83 7 0 28 Jul 2024
MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs Quang H. Nguyen Duy C. Hoang Juliette Decugis Saurav Manchanda Nitesh Chawla Khoa D. Doan Khoa D. Doan 142 8 0 15 Jul 2024
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning Nan Xu Fei Wang Sheng Zhang Hoifung Poon Muhao Chen 79 6 0 01 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 72 3 0 29 Jun 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 103 62 0 12 Jun 2024
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models Marianna Nezhurina Lucia Cipolina-Kun Mehdi Cherti J. Jitsev LLMAG LRM ELM ReLM 85 30 0 04 Jun 2024