Table-R1: Inference-Time Scaling for Table Reasoning

29 May 2025

Papers citing "Table-R1: Inference-Time Scaling for Table Reasoning"

41 / 41 papers shown

Title
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Zihan Wang Kaidi Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 129 20 0 24 Apr 2025
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 116 55 0 18 Apr 2025
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng Shijue Huang Xingwei Qu Ge Zhang Yujia Qin Baoquan Zhong Chengquan Jiang Jinxin Chi Wanjun Zhong OffRL ReLM SyDa KELM LRM 110 19 0 15 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 99 28 0 14 Apr 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 122 108 0 26 Mar 2025
MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling Zhaopeng Feng Jiahan Ren Jiayuan Su Jiamei Zheng Zhihang Tang Hongwei Wang Zuozhu Liu LRM 111 2 0 15 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 137 77 0 12 Mar 2025
Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning Shengyao Zhuang Xueguang Ma Bevan Koopman Jimmy Lin Guido Zuccon LRM 74 5 0 08 Mar 2025
Rank1: Test-Time Compute for Reranking in Information Retrieval Orion Weller Kathryn Ricci Eugene Yang Andrew Yates Dawn J Lawrie Benjamin Van Durme ReLM AI4TS LRM 150 9 0 25 Feb 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning Peiying Yu Guoxin Chen Jingjing Wang LLMAG LMTD LRM 98 5 0 17 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 124 132 0 05 Feb 2025
Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGI Rolf Pfister Hansueli Jud ELM AI4CE LRM 45 6 0 13 Jan 2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 92 102 0 08 Jan 2025
Free Process Rewards without Process Labels Lifan Yuan Wendi Li Huayu Chen Ganqu Cui Ning Ding Kaiyan Zhang Bowen Zhou Ziqiang Liu Hao Peng OffRL 91 55 0 02 Dec 2024
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering Xianjie Wu Jian Yang Linzheng Chai Ge Zhang Jiaheng Liu ... Xianfu Cheng Tianzhen Sun Guanglin Niu Tongliang Li Zhoujun Li LMTD ELM 78 26 0 17 Aug 2024
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers Zhenting Qi Mingyuan Ma Jiahang Xu Li Zhang Fan Yang Mao Yang ReLM LRM 54 73 0 12 Aug 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 55 21 0 15 Apr 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Yanling Wang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... Didong Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 67 28 0 28 Mar 2024
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs Naihao Deng Zhenjie Sun Ruiqi He Aman Sikka Yulong Chen Lin Ma Yue Zhang Rada Mihalcea LMTD 46 16 0 19 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 94 953 0 05 Feb 2024
On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering Linyong Nan Ellen Zhang Weijin Zou Yilun Zhao Wenfei Zhou Arman Cohan LLMAG 66 14 0 16 Nov 2023
TableLlama: Towards Open Large Generalist Models for Tables Tianshu Zhang Xiang Yue Yifei Li Huan Sun LMTD ALM 50 87 0 15 Nov 2023
Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training Xidong Feng Bo Liu Muning Wen Stephen Marcus McAleer Ying Wen Weinan Zhang Jun Wang LRM AI4CE 54 179 0 29 Sep 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations Yilun Zhao Chen Zhao Linyong Nan Zhenting Qi Wenlin Zhang Xiangru Tang Boyu Mi Dragomir R. Radev AAML LMTD 44 38 0 25 Jun 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 126 1,044 0 31 May 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control Yilun Zhao Zhenting Qi Linyong Nan Lorenzo Jaime Yu Flores Dragomir R. Radev LMTD 48 20 0 06 Feb 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 74 151 0 31 Jan 2023
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Yilun Zhao Linyong Nan Zhenting Qi Rui Zhang Dragomir R. Radev ReLM LMTD LRM 64 38 0 22 Oct 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 123 285 0 29 Sep 2022
FinQA: A Dataset of Numerical Reasoning over Financial Data Zhiyu Chen Wenhu Chen Charese Smiley Sameena Shah Iana Borova ... Reema N Moussa Matthew I. Beane Ting-Hao 'Kenneth' Huang Bryan R. Routledge Wenjie Wang AIMat 101 317 0 01 Sep 2021
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation Zhoujun Cheng Haoyu Dong Zhiruo Wang Ran Jia Jiaqi Guo Yan Gao Shi Han Jian-Guang Lou Dongmei Zhang LMTD 74 91 0 15 Aug 2021
TAPEX: Table Pre-training via Learning a Neural SQL Executor Qian Liu Bei Chen Jiaqi Guo Morteza Ziyadi Zeqi Lin Weizhu Chen Jian-Guang Lou LMTD 59 261 0 16 Jul 2021
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information Rami Aly Zhijiang Guo Michael Schlichtkrull James Thorne Andreas Vlachos Christos Christodoulopoulos O. Cocarascu Arpit Mittal HILM 59 179 0 10 Jun 2021
FeTaQA: Free-form Table Question Answering Linyong Nan Chia-Hsuan Hsieh Ziming Mao Xi Lin Neha Verma ... Isabel Trindade Renusree Bandaru Jacob Cunningham Caiming Xiong Dragomir R. Radev LMTD 100 150 0 01 Apr 2021
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 44 103 0 13 May 2020
ToTTo: A Controlled Table-To-Text Generation Dataset Ankur P. Parikh Xuezhi Wang Sebastian Gehrmann Manaal Faruqui Bhuwan Dhingra Diyi Yang Dipanjan Das LMTD 55 361 0 29 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 82 640 0 05 Apr 2020
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 81 488 0 05 Sep 2019
Challenges in Data-to-Document Generation Sam Wiseman Stuart M. Shieber Alexander M. Rush 116 586 0 25 Jul 2017
TabMCQ: A Dataset of General Knowledge Tables and Multiple-choice Questions S. Jauhar Peter D. Turney Eduard H. Hovy LMTD 68 23 0 12 Feb 2016
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 85 773 0 03 Aug 2015