RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations

25 June 2023

Zhenting Qi

Papers citing "RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations"

32 / 32 papers shown

Title
Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning Jiaer Xia Yuhang Zang Peng Gao Yixuan Li Kaiyang Zhou OffRL ReLM AI4TS VLM LRM 13 0 0 20 May 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Yong-Jin Liu Qi Wang Fuzheng Zhang VLM 68 1 0 10 Apr 2025
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Yong-Jin Liu Qi Wang Fuzheng Zhang MLLM VLM 75 0 0 10 Apr 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization Iñigo Pikabea Iñaki Lacunza Oriol Pareras Carlos Escolano Aitor Gonzalez-Agirre Javier Hernando Marta Villegas VLM 66 0 0 28 Mar 2025
PP-DocBee: Improving Multimodal Document Understanding Through a Bag of Tricks Feng Ni Kui Huang Yao Lu Wenyu Lv Guanzhong Wang Zeyu Chen Yong-Jin Liu VLM 60 0 0 06 Mar 2025
Structural Deep Encoding for Table Question Answering Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier LMTD 54 0 0 03 Mar 2025
Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence Granite Vision Team Leonid Karlinsky Assaf Arbelle Abraham Daniels A. Nassar ... Sriram Raghavan Tanveer Syeda-Mahmood Peter W. J. Staar Tal Drory Rogerio Feris VLM AI4TS 121 0 0 14 Feb 2025
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics Atin Sakkeer Hussain LRM 83 0 0 18 Dec 2024
DOGE: Towards Versatile Visual Document Grounding and Referring Yinan Zhou Yuxin Chen Haokun Lin Shuyu Yang Li Zhu Zhongang Qi Chen Ma Ying Shan ObjD 91 2 0 26 Nov 2024
FinDVer: Explainable Claim Verification over Long and Hybrid-Content Financial Documents Yilun Zhao Yitao Long Yuru Jiang Chengye Wang Weiyuan Chen Hongjun Liu Yiming Zhang Xiangru Tang Chen Zhao Arman Cohan VLM 37 1 0 08 Nov 2024
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA Siyue Zhang Anh Tuan Luu Chen Zhao LMTD 42 5 0 25 Sep 2024
NVLM: Open Frontier-Class Multimodal LLMs Wenliang Dai Nayeon Lee Wei Ping Zhuoling Yang Zihan Liu Jon Barker Tuomas Rintamaki Mohammad Shoeybi Bryan Catanzaro Ming-Yu Liu MLLM VLM LRM 53 55 0 17 Sep 2024
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language Models Xingyun Hong Yan Shao Zhilin Wang Manni Duan Jin Xiongnan 50 0 0 09 Sep 2024
Building and better understanding vision-language models: insights and future directions Hugo Laurençon Andrés Marafioti Victor Sanh Léo Tronchon VLM 46 63 0 22 Aug 2024
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 46 3 0 18 Jun 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 157 0 03 May 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering Wei Zhou Mohsen Mesgar Heike Adel Annemarie Friedrich LMTD 69 7 0 29 Apr 2024
Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability Jinwei Lu Yuanfeng Song Haodi Zhang Chen Zhang Raymond Chi-Wing Wong OOD 39 0 0 10 Apr 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 62 66 0 27 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 63 26 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 44 19 0 02 Feb 2024
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 37 13 0 27 Dec 2023
Observatory: Characterizing Embeddings of Relational Tables Tianji Cong Madelon Hulsebos Zhenjie Sun Paul Groth H. V. Jagadish 36 8 0 05 Oct 2023
Struc-Bench: Are Large Language Models Really Good at Generating Complex Structured Data? Xiangru Tang Yiming Zong Jason Phang Yilun Zhao Wangchunshu Zhou Arman Cohan Mark B. Gerstein LMTD ELM ALM 44 8 0 16 Sep 2023
QTSumm: Query-Focused Summarization over Tabular Data Yilun Zhao Zhenting Qi Linyong Nan Boyu Mi Yixin Liu ... Ruizhe Chen Xiangru Tang Yumo Xu Dragomir R. Radev Arman Cohan RALM LMTD 41 1 0 23 May 2023
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Yilun Zhao Linyong Nan Zhenting Qi Rui Zhang Dragomir R. Radev ReLM LMTD LRM 55 36 0 22 Oct 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 228 340 0 02 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 450 8,699 0 28 Jan 2022
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 131 0 15 Dec 2021
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models Tianlu Wang Rohit Sridhar Diyi Yang Xuezhi Wang AAML 120 72 0 14 Oct 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 156 377 0 10 Sep 2021
Robustness Gym: Unifying the NLP Evaluation Landscape Karan Goel Nazneen Rajani Jesse Vig Samson Tan Jason M. Wu Stephan Zheng Caiming Xiong Joey Tianyi Zhou Christopher Ré AAML OffRL OOD 154 137 0 13 Jan 2021