Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning

31 January 2023

Min Yang

Fei Huang

Papers citing "Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning"

50 / 111 papers shown

Title
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 27 0 0 20 Apr 2025
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge Yongrui Chen Junhao He Linbo Fu Shenyu Zhang Rihui Jin ... Nan Hu Y. Zhang Guilin Qi Yi Huang Tongtong Wu 33 0 0 17 Apr 2025
Affordable AI Assistants with Knowledge Graph of Thoughts Maciej Besta Lorenzo Paleari Jia Hao Andrea Jiang Robert Gerstenberger You Wu ... Jón Gunnar Hannesson Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 79 0 0 03 Apr 2025
OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation Triad Luyao Tang Yuxuan Yuan C. L. P. Chen Zeyu Zhang Yue Huang Kun Zhang 48 0 0 24 Mar 2025
General Table Question Answering via Answer-Formula Joint Generation Zhongyuan Wang Richong Zhang Zhijie Nie LMTD 80 0 0 16 Mar 2025
DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization Yasir Khan Xinlei Wu Sangpil Youm Justin Ho Aryaan Shaikh Jairo Garciga Rohan Sharma Bonnie J. Dorr LMTD 70 0 0 07 Mar 2025
Structural Deep Encoding for Table Question Answering Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier LMTD 44 0 0 03 Mar 2025
AILS-NTUA at SemEval-2025 Task 8: Language-to-Code prompting and Error Fixing for Tabular Question Answering Andreas Evangelatos Giorgos Filandrianos Maria Lymperaiou Athanasios Voulodimos Giorgos Stamou LMTD 80 0 0 01 Mar 2025
HyperG: Hypergraph-Enhanced LLMs for Structured Knowledge S. Huang Hanqian Li Yanggan Gu Xuming Hu Qing Li Guandong Xu 63 1 0 25 Feb 2025
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization Zhenghao Liu H. Wang Xinze Li Qiushi Xiong Xiaocui Yang ... Yukun Yan Qi Shi Fangfang Li Ge Yu Maosong Sun LMTD 57 0 0 24 Feb 2025
TabSD: Large Free-Form Table Question Answering with SQL-Based Table Decomposition Yuxiang Wang Junhao Gan Jianzhong Qi LMTD 71 0 0 20 Feb 2025
ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Jinyang Gao Bolin Ding Huawei Shen Xueqi Chen LLMAG KELM 71 2 0 17 Feb 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning Peiying Yu Guoxin Chen Jingjing Wang LRM LLMAG LMTD 56 2 0 17 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 139 0 1 31 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 80 0 0 31 Dec 2024
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics Atin Sakkeer Hussain LRM 73 0 0 18 Dec 2024
Digestion Algorithm in Hierarchical Symbolic Forests: A Fast Text Normalization Algorithm and Semantic Parsing Framework for Specific Scenarios and Lightweight Deployment Kevin You 64 0 0 18 Dec 2024
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework Meihao Fan Ju Fan Nan Tang Lei Cao Guoliang Li Xiaoyong Du LMTD 115 0 0 10 Dec 2024
DaDu-E: Rethinking the Role of Large Language Model in Robotic Computing Pipeline Wenhao Sun Sai Hou Z. Wang Bo Yu Shaoshan Liu Xu Yang Shuai Liang Yiming Gan Yinhe Han LLMAG 113 1 0 02 Dec 2024
GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering Qianlong Li Chen Huang Shuai Li Yuanxin Xiang Deng Xiong Wenqiang Lei LMTD 60 1 0 02 Dec 2024
Tree-of-Table: Unleashing the Power of LLMs for Enhanced Large-Scale Table Understanding Deyi Ji Lanyun Zhu Siqi Gao Peng Xu Hongtao Lu Jieping Ye Feng Zhao PINN LMTD 44 3 0 13 Nov 2024
TableGPT2: A Large Multimodal Model with Tabular Data Integration Aofeng Su Aowen Wang Chao Ye Chen Zhou G. Zhang ... Xijun Gu X. Sun X. Li Y. Yang Zhiqing Xiao PINN VLM LMTD 59 10 0 04 Nov 2024
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 26 0 0 02 Nov 2024
Atomic Fact Decomposition Helps Attributed Question Answering Zhichao Yan J. Wang Jiaoyan Chen Xiaoli Li Ru Li Jeff Z. Pan KELM HILM 34 0 0 22 Oct 2024
Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models Sahar Iravani Tim . O . F Conrad LMTD 24 0 0 15 Oct 2024
Augmenting In-Context-Learning in LLMs via Automatic Data Labeling and Refinement J. Shtok Amit Alfassy Foad Abo Dahood Eliyahu Schwartz Sivan Doveh Assaf Arbelle LRM ReLM 25 0 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 35 3 0 10 Oct 2024
Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering Yuxiang Wang Jianzhong Qi Junhao Gan LMTD 51 2 0 10 Oct 2024
TableRAG: Million-Token Table Understanding with Language Models Si-An Chen Lesly Miculicich Julian Martin Eisenschlos Zifeng Wang Zilong Wang Yanfei Chen Yasuhisa Fujii Hsuan-Tien Lin Chen-Yu Lee Tomas Pfister LMTD RALM 28 11 0 07 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 21 0 0 04 Oct 2024
2D-TPE: Two-Dimensional Positional Encoding Enhances Table Understanding for Large Language Models Jia-Nan Li Jian Guan Wei Wu Zhengtao Yu Rui Yan LMTD 44 1 0 29 Sep 2024
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA Siyue Zhang Anh Tuan Luu Chen Zhao LMTD 13 4 0 25 Sep 2024
PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL Ruilin Luo Liyuan Wang Binghuai Lin Zicheng Lin Yujiu Yang LRM 25 5 0 21 Sep 2024
Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning Jiaxin Wen Jian Guan Hongning Wang Wei Wu Minlie Huang ReLM OffRL LRM 26 7 0 19 Sep 2024
Seek and Solve Reasoning for Table Question Answering Ruya Jiang Chun Wang Weihong Deng LMTD ReLM LRM 33 2 0 09 Sep 2024
CodeGraph: Enhancing Graph Reasoning of LLMs with Code Qiaolong Cai Zhaowei Wang Shizhe Diao James Kwok Yangqiu Song LRM 41 2 0 25 Aug 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 65 3 0 20 Aug 2024
FLEXTAF: Enhancing Table Reasoning with Flexible Tabular Formats Xuanliang Zhang Dingzirui Wang Longxu Dou Baoxin Wang Dayong Wu Qingfu Zhu Wanxiang Che LMTD ReLM 39 2 0 16 Aug 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 24 2 0 22 Jul 2024
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size Ashok Urlana Charaka Vinayak Kumar B. Garlapati Ajeet Kumar Singh Rahul Mishra 33 1 0 21 Jul 2024
ALTER: Augmentation for Large-Table-Based Reasoning Han Zhang Yuheng Ma Hanfang Yang RALM LMTD 19 2 0 03 Jul 2024
Learning to Reduce: Towards Improving Performance of Large Language Models on Structured Data Younghun Lee Sungchul Kim Ryan A. Rossi Tong Yu Xiang Chen LMTD 35 2 0 03 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 45 2 0 29 Jun 2024
TrustUQA: A Trustful Framework for Unified Structured Data Question Answering Wen Zhang Long Jin Yushan Zhu Jiaoyan Chen Zhiwei Huang Junjie Wang Yin Hua Lei Liang Huajun Chen LMTD 32 2 0 27 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 45 4 0 25 Jun 2024
Unveiling Implicit Table Knowledge with Question-Then-Pinpoint Reasoner for Insightful Table Summarization Kwangwook Seo Jinyoung Yeo Dongha Lee ReLM LMTD LRM 24 1 0 18 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 28 16 0 14 Jun 2024
Transforming Wearable Data into Health Insights using Large Language Model Agents Mike A. Merrill Akshay Paruchuri Naghmeh Rezaei Geza Kovacs Javier Perez ... Shwetak Patel Jiening Zhan Tim Althoff Daniel J. McDuff Xin Liu LM&MA LLMAG AI4CE 35 8 0 10 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 35 8 0 04 Jun 2024
Toward Conversational Agents with Context and Time Sensitive Long-term Memory Nick Alonso Tomás Figliolia A. Ndirango Beren Millidge RALM 3DV 48 3 0 29 May 2024