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
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 38 44 0 21 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 38 178 0 10 May 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering Wei Zhou Mohsen Mesgar Heike Adel Annemarie Friedrich LMTD 56 6 0 29 Apr 2024
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering Yihao Ding Kaixuan Ren Jiabin Huang Siwen Luo S. Han 35 1 0 19 Apr 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 26 15 0 15 Apr 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Xiaokang Zhang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... D. Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 44 20 0 28 Mar 2024
Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments Sitao Cheng Ziyuan Zhuang Yong Xu Fangkai Yang Chaoyun Zhang ... Ling Chen Qingwei Lin Dongmei Zhang Saravan Rajmohan Qi Zhang KELM LLMAG LRM 33 14 0 13 Mar 2024
TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision Ruiwen Zhou Yingxuan Yang Kangrui Chen Ying Wen Wenhao Wang Chunling Xi Guoqiang Xu Jiliang Tang Lingjuan Lyu LLMAG 24 8 0 10 Mar 2024
SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models Yibin Chen Yifu Yuan Zeyu Zhang Yan Zheng Jinyi Liu Fei Ni Jianye Hao Hangyu Mao Fuzheng Zhang LMTD LRM 40 1 0 06 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 48 7 0 04 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 30 63 0 27 Feb 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
LLMs with Industrial Lens: Deciphering the Challenges and Prospects -- A Survey Ashok Urlana Charaka Vinayak Kumar Ajeet Kumar Singh B. Garlapati S. Chalamala Rahul Mishra 35 5 0 22 Feb 2024
OpenTab: Advancing Large Language Models as Open-domain Table Reasoners Kezhi Kong Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Chuan Lei Christos Faloutsos Huzefa Rangwala George Karypis LMTD ReLM RALM LRM 26 17 0 22 Feb 2024
Learning to Reduce: Optimal Representations of Structured Data in Prompting Large Language Models Younghun Lee Sungchul Kim Tong Yu Ryan A. Rossi Xiang Chen LLMAG 33 0 0 22 Feb 2024
Training Table Question Answering via SQL Query Decomposition Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier ReLM LMTD 30 0 0 19 Feb 2024
Solving Data-centric Tasks using Large Language Models Shraddha Barke Christian Poelitz Carina Negreanu Ben Zorn J. Cambronero ... Nadia Polikarpova Advait Sarkar Brian Slininger N. Toronto Jack Williams 22 1 0 18 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 13 14 0 17 Feb 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 23 5 0 13 Feb 2024
Are Large Language Models Table-based Fact-Checkers? Hangwen Zhang Q. Si Peng Fu Zheng Lin Weiping Wang LRM LMTD 35 2 0 04 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 55 21 0 04 Feb 2024
CABINET: Content Relevance based Noise Reduction for Table Question Answering Sohan Patnaik Heril Changwal Milan Aggarwal Sumita Bhatia Yaman Kumar Balaji Krishnamurthy LMTD RALM 31 18 0 02 Feb 2024
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities Mahdi Erfanian H. V. Jagadish Abolfazl Asudeh 29 3 0 02 Feb 2024
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion Yujian Liu Jiabao Ji Tong Yu Ryan Rossi Sungchul Kim Handong Zhao Ritwik Sinha Yang Zhang Shiyu Chang RALM LMTD 28 2 0 28 Jan 2024
DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure J. Ye Mengnan Du Guiling Wang LMTD 19 7 0 27 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 63 26 0 25 Jan 2024
TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data Fengbin Zhu Ziyang Liu Fuli Feng Chao Wang Moxin Li Tat-Seng Chua LMTD LRM 14 13 0 24 Jan 2024
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding Zilong Wang Hao Zhang Chun-Liang Li Julian Martin Eisenschlos Vincent Perot ... Lesly Miculicich Yasuhisa Fujii Jingbo Shang Chen-Yu Lee Tomas Pfister ReLM LMTD LRM 25 88 0 09 Jan 2024
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 29 12 0 27 Dec 2023
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries Xinyi He Mengyu Zhou Xinrun Xu Xiaojun Ma Rui Ding ... Ran Jia Xu Chen Shi Han Zejian Yuan Dongmei Zhang LMTD 45 19 0 21 Dec 2023
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning Yuan Sui Jiaru Zou Mengyu Zhou Xinyi He Lun Du Shi Han Dongmei Zhang LRM LMTD 11 22 0 14 Dec 2023
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation Junyi Bian Xiaolei Qin Wuhe Zou Mengzuo Huang Congyi Luo Ke Zhang Weidong Zhang LMTD 21 2 0 15 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 37 21 0 03 Nov 2023
In-Context Ability Transfer for Question Decomposition in Complex QA Venktesh V Sourangshu Bhattacharya Avishek Anand LRM ReLM 16 4 0 26 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 30 2 0 24 Oct 2023
Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning Gurusha Juneja Subhabrata Dutta Soumen Chakrabarti Sunny Manchanda Tanmoy Chakraborty LRM ReLM 6 15 0 21 Oct 2023
Semantic Decomposition of Question and SQL for Text-to-SQL Parsing Ben Eyal Amir Bachar Ophir Haroche Moran Mahabi Michael Elhadad CoGe ReLM 19 8 0 20 Oct 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 118 40 0 08 Oct 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 16 148 0 27 Sep 2023
Effective Distillation of Table-based Reasoning Ability from LLMs Bohao Yang Chen Tang Kangning Zhao Chenghao Xiao Chenghua Lin LRM 19 22 0 22 Sep 2023
MMHQA-ICL: Multimodal In-context Learning for Hybrid Question Answering over Text, Tables and Images Weihao Liu Fangyu Lei Tongxu Luo Jiahe Lei Shizhu He Jun Zhao Kang Liu LMTD 9 9 0 09 Sep 2023
Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior Ashmit Khandelwal Aditya Agrawal Aanisha Bhattacharyya Yaman Kumar Singla Somesh Singh ... Ishita Dasgupta Stefano Petrangeli R. Shah Changyou Chen Balaji Krishnamurthy 11 8 0 01 Sep 2023
Enabling and Analyzing How to Efficiently Extract Information from Hybrid Long Documents with LLMs C. Yue Xinru Xu Xiaojun Ma Lun Du Hengyu Liu Zhiming Ding Yanbing Jiang Shi Han Dongmei Zhang 22 3 0 24 May 2023
Investigating Table-to-Text Generation Capabilities of LLMs in Real-World Information Seeking Scenarios Yilun Zhao Haowei Zhang Shengyun Si Linyong Nan Xiangru Tang Arman Cohan LMTD 17 12 0 24 May 2023
Robust Prompt Optimization for Large Language Models Against Distribution Shifts Moxin Li Wenjie Wang Fuli Feng Yixin Cao Jizhi Zhang Tat-Seng Chua OffRL 40 14 0 23 May 2023
SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables Xinyuan Lu Liangming Pan Qian Liu Preslav Nakov Min-Yen Kan LMTD 28 24 0 22 May 2023
Iterative Forward Tuning Boosts In-Context Learning in Language Models Jiaxi Yang Binyuan Hui Min Yang Bailin Wang Bowen Li Binhua Li Fei Huang Yongbin Li 25 15 0 22 May 2023
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero Shot Aanisha Bhattacharya Yaman Kumar Singla Balaji Krishnamurthy R. Shah Changyou Chen VGen 19 11 0 16 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 39 255 0 16 May 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min-Bin Lin 11 17 0 17 Apr 2023