Table-R1: Region-based Reinforcement Learning for Table Understanding
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Zhenhe, Yang, Jian, He, Zhongjiang, Pan, Changzai, Zhang, Jie, Liu, Jiaheng, Wu, Xianjie, Zhao, Yu, Song, Shuangyong, Li, Yongxiang, Li, Zhoujun, Li, Xueling |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TableZoomer: A Collaborative Agent Framework for Large-scale Table Question Answering
by: Xiong, Sishi, et al.
Published: (2025)
by: Xiong, Sishi, et al.
Published: (2025)
TableReasoner: Advancing Table Reasoning Framework with Large Language Models
by: Xiong, Sishi, et al.
Published: (2025)
by: Xiong, Sishi, et al.
Published: (2025)
MR-UIE: Multi-Perspective Reasoning with Reinforcement Learning for Universal Information Extraction
by: Li, Zhongqiu, et al.
Published: (2025)
by: Li, Zhongqiu, et al.
Published: (2025)
RB-SQL: A Retrieval-based LLM Framework for Text-to-SQL
by: Wu, Zhenhe, et al.
Published: (2024)
by: Wu, Zhenhe, et al.
Published: (2024)
T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables
by: Zhang, Jie, et al.
Published: (2025)
by: Zhang, Jie, et al.
Published: (2025)
Emotional Support with LLM-based Empathetic Dialogue Generation
by: Wang, Shiquan, et al.
Published: (2025)
by: Wang, Shiquan, et al.
Published: (2025)
ReasonTabQA: A Comprehensive Benchmark for Table Question Answering from Real World Industrial Scenarios
by: Pan, Changzai, et al.
Published: (2026)
by: Pan, Changzai, et al.
Published: (2026)
Towards Robustness and Diversity: Continual Learning in Dialog Generation with Text-Mixup and Batch Nuclear-Norm Maximization
by: Wang, Zihan, et al.
Published: (2024)
by: Wang, Zihan, et al.
Published: (2024)
Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging
by: Zhang, Wei, et al.
Published: (2024)
by: Zhang, Wei, et al.
Published: (2024)
M3TQA: Massively Multilingual Multitask Table Question Answering
by: Shu, Daixin, et al.
Published: (2025)
by: Shu, Daixin, et al.
Published: (2025)
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering
by: Wu, Xianjie, et al.
Published: (2024)
by: Wu, Xianjie, et al.
Published: (2024)
Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding
by: Wu, Di, et al.
Published: (2025)
by: Wu, Di, et al.
Published: (2025)
GOAT-SLM: A Spoken Language Model with Paralinguistic and Speaker Characteristic Awareness
by: Chen, Hongjie, et al.
Published: (2025)
by: Chen, Hongjie, et al.
Published: (2025)
Prompt-Level Reward Specifications for Open-Ended Post-Training
by: Weng, Zijun, et al.
Published: (2026)
by: Weng, Zijun, et al.
Published: (2026)
BoSS: Beyond-Semantic Speech
by: Wang, Qing, et al.
Published: (2025)
by: Wang, Qing, et al.
Published: (2025)
Pairwise Preference Reward and Group-Based Diversity Enhancement for Superior Open-Ended Generation
by: Cao, Guining, et al.
Published: (2026)
by: Cao, Guining, et al.
Published: (2026)
Multi-Intent Spoken Language Understanding: Methods, Trends, and Challenges
by: Wu, Di, et al.
Published: (2025)
by: Wu, Di, et al.
Published: (2025)
Raw Text is All you Need: Knowledge-intensive Multi-turn Instruction Tuning for Large Language Model
by: Hou, Xia, et al.
Published: (2024)
by: Hou, Xia, et al.
Published: (2024)
TCNN: Triple Convolutional Neural Network Models for Retrieval-based Question Answering System in E-commerce
by: Song, Shuangyong, et al.
Published: (2020)
by: Song, Shuangyong, et al.
Published: (2020)
Startup Delay Aware Short Video Ordering: Problem, Model, and A Reinforcement Learning based Algorithm
by: Gao, Zhipeng, et al.
Published: (2024)
by: Gao, Zhipeng, et al.
Published: (2024)
52B to 1T: Lessons Learned via Tele-FLM Series
by: Li, Xiang, et al.
Published: (2024)
by: Li, Xiang, et al.
Published: (2024)
Comment on “Bariatric Surgery Prior to Hip and Knee Arthroplasty: A Systematic Review and Meta‐Analysis of Postoperative Outcomes”
by: Zheng Han, et al.
Published: (2026)
by: Zheng Han, et al.
Published: (2026)
Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding
by: Zhou, Yuhang, et al.
Published: (2025)
by: Zhou, Yuhang, et al.
Published: (2025)
D-QRELO: Training- and Data-Free Delta Compression for Large Language Models via Quantization and Residual Low-Rank Approximation
by: Li, Junlin, et al.
Published: (2026)
by: Li, Junlin, et al.
Published: (2026)
Mitigating Spurious Correlations Between Question and Answer via Chain-of-Thought Correctness Perception Distillation
by: Xie, Hongyan, et al.
Published: (2025)
by: Xie, Hongyan, et al.
Published: (2025)
XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser
by: Cheng, Xianfu, et al.
Published: (2024)
by: Cheng, Xianfu, et al.
Published: (2024)
Transfer Learning Enhanced Single-choice Decision for Multi-choice Question Answering
by: Cui, Chenhao, et al.
Published: (2024)
by: Cui, Chenhao, et al.
Published: (2024)
Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models
by: Nie, Shuo, et al.
Published: (2026)
by: Nie, Shuo, et al.
Published: (2026)
Enantioselective Synthesis of Axially Chiral Allylic Nitriles via Nickel‐Catalyzed Desymmetric Cyanation of Biaryl Diallylic Alcohols
by: Can Li, et al.
Published: (2024)
by: Can Li, et al.
Published: (2024)
Tele-FLM Technical Report
by: Li, Xiang, et al.
Published: (2024)
by: Li, Xiang, et al.
Published: (2024)
2D-TPE: Two-Dimensional Positional Encoding Enhances Table Understanding for Large Language Models
by: Li, Jia-Nan, et al.
Published: (2024)
by: Li, Jia-Nan, et al.
Published: (2024)
ProTA: Probabilistic Token Aggregation for Text-Video Retrieval
by: Fang, Han, et al.
Published: (2024)
by: Fang, Han, et al.
Published: (2024)
Towards Real-world Scenario: Imbalanced New Intent Discovery
by: Zhang, Shun, et al.
Published: (2024)
by: Zhang, Shun, et al.
Published: (2024)
Q-Insight: Understanding Image Quality via Visual Reinforcement Learning
by: Li, Weiqi, et al.
Published: (2025)
by: Li, Weiqi, et al.
Published: (2025)
Table-r1: Self-supervised and Reinforcement Learning for Program-based Table Reasoning in Small Language Models
by: Jin, Rihui, et al.
Published: (2025)
by: Jin, Rihui, et al.
Published: (2025)
TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning
by: Wu, Tao, et al.
Published: (2025)
by: Wu, Tao, et al.
Published: (2025)
Multilingual Multimodal Software Developer for Code Generation
by: Chai, Linzheng, et al.
Published: (2025)
by: Chai, Linzheng, et al.
Published: (2025)
Intent-Enhanced Data Augmentation for Sequential Recommendation
by: Chen, Shuai, et al.
Published: (2024)
by: Chen, Shuai, et al.
Published: (2024)
InsigHTable: Insight-driven Hierarchical Table Visualization with Reinforcement Learning
by: Li, Guozheng, et al.
Published: (2024)
by: Li, Guozheng, et al.
Published: (2024)
PilotBench: A Benchmark for General Aviation Agents with Safety Constraints
by: Wu, Yalun, et al.
Published: (2026)
by: Wu, Yalun, et al.
Published: (2026)
Similar Items
-
TableZoomer: A Collaborative Agent Framework for Large-scale Table Question Answering
by: Xiong, Sishi, et al.
Published: (2025) -
TableReasoner: Advancing Table Reasoning Framework with Large Language Models
by: Xiong, Sishi, et al.
Published: (2025) -
MR-UIE: Multi-Perspective Reasoning with Reinforcement Learning for Universal Information Extraction
by: Li, Zhongqiu, et al.
Published: (2025) -
RB-SQL: A Retrieval-based LLM Framework for Text-to-SQL
by: Wu, Zhenhe, et al.
Published: (2024) -
T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables
by: Zhang, Jie, et al.
Published: (2025)