Capturing Row and Column Semantics in Transformer Based Question Answering over Tables

16 April 2021

Michael R. Glass

Mustafa Canim

A. Gliozzo

Saneem A. Chemmengath

Nicolas Rodolfo Fauceglia

LMTD

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Papers citing "Capturing Row and Column Semantics in Transformer Based Question Answering over Tables"

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Title
TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables Abhilash Shankarampeta Harsh Mahajan Tushar Kataria Dan Roth Vivek Gupta LMTD ReLM LRM 53 0 0 02 Apr 2025
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 32 2 0 22 Jul 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 44 27 0 16 Jun 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering Wei Zhou Mohsen Mesgar Heike Adel Annemarie Friedrich LMTD 64 6 0 29 Apr 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 40 15 0 15 Apr 2024
DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure J. Ye Mengnan Du Guiling Wang LMTD 35 7 0 27 Jan 2024
Large Language Models are Complex Table Parsers Bowen Zhao Changkai Ji Yuejie Zhang Wen He Yingwen Wang Qing Wang Rui Feng Xiaobo Zhang LMTD RALM 25 22 0 13 Dec 2023
GFS: Graph-based Feature Synthesis for Prediction over Relational Databases Han Zhang Quan Gan David Wipf Weinan Zhang 23 6 0 04 Dec 2023
TempTabQA: Temporal Question Answering for Semi-Structured Tables Vivek Gupta Pranshu Kandoi M. Vora Shuo Zhang Yujie He R. Reinanda Vivek Srikumar LMTD 26 16 0 14 Nov 2023
API-Assisted Code Generation for Question Answering on Varied Table Structures Yihan Cao Shuyi Chen Ryan Liu Zhiruo Wang Daniel Fried LMTD 25 10 0 23 Oct 2023
Localize, Retrieve and Fuse: A Generalized Framework for Free-Form Question Answering over Tables Wenting Zhao Ye Liu Yao Wan Yibo Wang Zhongfen Deng Philip S. Yu RALM LMTD 27 7 0 20 Sep 2023
HYTREL: Hypergraph-enhanced Tabular Data Representation Learning Pei Chen Soumajyoti Sarkar Leonard Lausen Balasubramaniam Srinivasan Sheng Zha Ruihong Huang George Karypis LMTD 30 33 0 14 Jul 2023
InfoSync: Information Synchronization across Multilingual Semi-structured Tables Siddharth Khincha Chelsi Jain Vivek Gupta Tushar Kataria Shuo Zhang SyDa 36 2 0 06 Jul 2023
Retrieval-Based Transformer for Table Augmentation Michael R. Glass Xueqing Wu Ankita Rajaram Naik Gaetano Rossiello A. Gliozzo RALM LMTD 24 6 0 20 Jun 2023
Reimagining Retrieval Augmented Language Models for Answering Queries W. Tan Yuliang Li Pedro Rodriguez Rich James Xi Lin A. Halevy Scott Yih KELM LRM 37 9 0 01 Jun 2023
TACR: A Table-alignment-based Cell-selection and Reasoning Model for Hybrid Question-Answering Jian Wu Yicheng Xu Yan Gao Jian-Guang Lou Börje F. Karlsson Manabu Okumura LMTD 18 3 0 24 May 2023
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework Zhenyu Li Xiuxing Li Sunqi Fan Jianyong Wang LMTD 30 4 0 20 Dec 2022
Leveraging Data Recasting to Enhance Tabular Reasoning Aashna Jena Vivek Gupta Manish Shrivastava Julian Martin Eisenschlos LMTD 27 6 0 23 Nov 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 65 6 0 21 Oct 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 46 42 0 12 Jul 2022
DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles Tanishq Gupta Mohd Zaki Devanshi Khatsuriya Kausik Hira N. M. A. Krishnan Mausam LMTD CoGe 17 19 0 03 Jul 2022
TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pages Zihan Zhao Lu Chen Ruisheng Cao Hongshen Xu Xingyu Chen Kai Yu 36 9 0 13 May 2022
End-to-End Table Question Answering via Retrieval-Augmented Generation FeiFei Pan Mustafa Canim Michael R. Glass A. Gliozzo James A. Hendler RALM 3DV LMTD 22 14 0 30 Mar 2022
Multi-Row, Multi-Span Distant Supervision For Table+Text Question Vishwajeet Kumar Yash Gupta Saneem A. Chemmengath Jaydeep Sen Soumen Chakrabarti Samarth Bharadwaj FeiFei Pan RALM LMTD 21 9 0 14 Dec 2021
Open Domain Question Answering with A Unified Knowledge Interface Kaixin Ma Hao Cheng Xiaodong Liu Eric Nyberg Jianfeng Gao RALM 145 38 0 16 Oct 2021
Topic Transferable Table Question Answering Saneem A. Chemmengath Vishwajeet Kumar Samarth Bharadwaj Jaydeep Sen Mustafa Canim Soumen Chakrabarti A. Gliozzo Karthik Sankaranarayanan OOD 21 11 0 15 Sep 2021
Is My Model Using The Right Evidence? Systematic Probes for Examining Evidence-Based Tabular Reasoning Vivek Gupta Riyaz Ahmad Bhat Atreya Ghosal Manisha Srivastava M. Singh Vivek Srikumar LMTD 15 18 0 02 Aug 2021
AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry Yannis Katsis Saneem A. Chemmengath Vishwajeet Kumar Samarth Bharadwaj Mustafa Canim ... A. Gliozzo FeiFei Pan Jaydeep Sen Karthik Sankaranarayanan Soumen Chakrabarti LMTD RALM 16 26 0 24 Jun 2021
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question Answering FeiFei Pan Mustafa Canim Michael R. Glass A. Gliozzo Peter Fox VLM LMTD 18 25 0 08 Jun 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018