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2505.23621
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Table-R1: Inference-Time Scaling for Table Reasoning
29 May 2025
Zheyuan Yang
Lyuhao Chen
Arman Cohan
Yilun Zhao
LMTD
ReLM
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (92 upvotes)
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Papers citing
"Table-R1: Inference-Time Scaling for Table Reasoning"
18 / 18 papers shown
EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks
Xiao Yang
Xuejiao Zhao
Zhiqi Shen
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ELM
LM&MA
AI4MH
512
2
0
11 Nov 2025
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation
Wei Zhou
Bolei Ma
Annemarie Friedrich
Mohsen Mesgar
LMTD
251
3
0
08 Oct 2025
TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning
Jiaru Zou
Soumya Roy
Vinay Kumar Verma
Z. Wang
David Wipf
Pan Lu
Sumit Negi
James Zou
Jingrui He
LMTD
LRM
262
5
0
07 Oct 2025
StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs through Knowledge-Reasoning Fusion
Yutong Wu
Di Huang
Ruosi Wan
Yue Peng
Shijie Shang
...
Lei Qi
Rui Zhang
Zidong Du
Jie Yan
Xing Hu
ReLM
OffRL
LRM
336
8
0
06 Aug 2025
Schema-R1: A reasoning training approach for schema linking in Text-to-SQL Task
Wuzhenghong Wen
Su Pan
yuwei Sun
ReLM
LRM
285
0
0
13 Jun 2025
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
Pengfei Yu
847
190
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
944
671
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
797
257
0
15 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents
Run Luo
Lu Wang
Wanwei He
Longze Chen
Jiaming Li
Xiaobo Xia
LLMAG
965
176
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
Jialin Li
OffRL
LRM
726
881
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
Hongwei Wang
Hongwei Wang
LRM
554
5
0
15 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Sara Szymkuć
Hansi Zeng
Zhenrui Yue
Jinsung Yoon
Sercan O. Arik
Dong Wang
Hamed Zamani
Jiawei Han
OffRL
AI4TS
LRM
RALM
ReLM
KELM
1.0K
867
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
399
43
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
429
57
0
25 Feb 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Peiying Yu
Guoxin Chen
Jingjing Wang
LLMAG
LMTD
LRM
552
30
0
17 Feb 2025
LIMO: Less is More for Reasoning
Yixin Ye
Zhen Huang
Yang Xiao
Ethan Chern
Shijie Xia
Pengfei Liu
AIMat
ReLM
LRM
1.1K
170
0
05 Feb 2025
Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGI
Rolf Pfister
Hansueli Jud
ELM
AI4CE
LRM
282
23
0
13 Jan 2025
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
502
88
0
28 Mar 2024
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