Title
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 47 1 0 28 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 46 93 0 09 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 23 0 13 Dec 2023
TableLlama: Towards Open Large Generalist Models for Tables Tianshu Zhang Xiang Yue Yifei Li Huan Sun LMTD ALM 20 83 0 15 Nov 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 34 2 0 15 Nov 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
Testing the Limits of Unified Sequence to Sequence LLM Pretraining on Diverse Table Data Tasks Soumajyoti Sarkar Leonard Lausen LMTD 25 5 0 01 Oct 2023
TIGERScore: Towards Building Explainable Metric for All Text Generation Tasks Dongfu Jiang Yishan Li Ge Zhang Wenhao Huang Bill Yuchen Lin Wenhu Chen ALM 45 58 0 01 Oct 2023
Effective Distillation of Table-based Reasoning Ability from LLMs Bohao Yang Chen Tang Kangning Zhao Chenghao Xiao Chenghua Lin LRM 29 22 0 22 Sep 2023
StructChart: Perception, Structuring, Reasoning for Visual Chart Understanding Renqiu Xia Bo Zhang Hao Peng Hancheng Ye Xiangchao Yan Peng Ye Botian Shi Yu Qiao Junchi Yan 19 0 0 20 Sep 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
Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense Retrieval Nengzheng Jin Dongfang Li Junying Chen Joanna Siebert Qingcai Chen RALM LMTD 35 3 0 19 Sep 2023
Through the Lens of Core Competency: Survey on Evaluation of Large Language Models Ziyu Zhuang Qiguang Chen Longxuan Ma Mingda Li Yi Han Yushan Qian Haopeng Bai Zixian Feng Weinan Zhang Ting Liu ELM 31 9 0 15 Aug 2023
On Monotonic Aggregation for Open-domain QA Sanghyun Han Yeonseok Jeong Seung-won Hwang Kyungjae Lee KELM 19 0 0 08 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 45 265 0 07 Aug 2023
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks Omri Suissa M. Zhitomirsky-Geffet Avshalom Elmalech 24 1 0 30 Jul 2023
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets Seonghyeon Ye Doyoung Kim Sungdong Kim Hyeonbin Hwang Seungone Kim Yongrae Jo James Thorne Juho Kim Minjoon Seo ALM 46 101 0 20 Jul 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 39 22 0 19 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
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 26 12 0 24 May 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
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources Xingxuan Li Ruochen Zhao Yew Ken Chia Bosheng Ding Chenyu You Soujanya Poria Lidong Bing HILM BDL LRM 84 91 0 22 May 2023
MultiTabQA: Generating Tabular Answers for Multi-Table Question Answering Vaishali Pal Andrew Yates Evangelos Kanoulas Maarten de Rijke LMTD 32 21 0 22 May 2023
ReTAG: Reasoning Aware Table to Analytic Text Generation Deepanway Ghosal Preksha Nema A. Raghuveer LMTD LRM 57 5 0 19 May 2023
Retrieving Multimodal Information for Augmented Generation: A Survey Ruochen Zhao Hailin Chen Weishi Wang Fangkai Jiao Do Xuan Long ... Bosheng Ding Xiaobao Guo Minzhi Li Xingxuan Li Chenyu You 31 82 0 20 Mar 2023
Learning from Multiple Sources for Data-to-Text and Text-to-Data S. Duong Alberto Lumbreras Mike Gartrell Patrick Gallinari 34 3 0 22 Feb 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 46 144 0 31 Jan 2023
Semantic Operator Prediction and Applications Farshad Noravesh VLM 20 1 0 01 Jan 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 32 586 0 20 Dec 2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick Ng William Yang Wang Zhiheng Huang AI4CE 32 4 0 17 Dec 2022
OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist Models Jinze Bai Rui Men Han Yang Xuancheng Ren Kai Dang ... Wenhang Ge Jianxin Ma Junyang Lin Jingren Zhou Chang Zhou 37 15 0 08 Dec 2022
Leveraging Data Recasting to Enhance Tabular Reasoning Aashna Jena Vivek Gupta Manish Shrivastava Julian Martin Eisenschlos LMTD 30 6 0 23 Nov 2022
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
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 22 139 0 13 Oct 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 61 269 0 29 Sep 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 41 95 0 02 Sep 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 52 43 0 12 Jul 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 39 97 0 03 Jun 2022
R2D2: Robust Data-to-Text with Replacement Detection Linyong Nan Lorenzo Jaime Yu Flores Yilun Zhao Yixin Liu Luke Benson Weijin Zou Dragomir R. Radev 37 17 0 25 May 2022
UL2: Unifying Language Learning Paradigms Yi Tay Mostafa Dehghani Vinh Q. Tran Xavier Garcia Jason W. Wei ... Tal Schuster H. Zheng Denny Zhou N. Houlsby Donald Metzler AI4CE 74 298 0 10 May 2022
Parameter-Efficient Abstractive Question Answering over Tables or Text Vaishali Pal Evangelos Kanoulas Maarten de Rijke LMTD 22 14 0 07 Apr 2022
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Chenyu You Enamul Hoque AIMat 31 581 0 19 Mar 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 39 297 0 16 Jan 2022
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification Qi Shi Yu Zhang Qingyu Yin Ting Liu 43 19 0 14 Sep 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 183 53 0 15 Jul 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 19 26 0 24 Jun 2021
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation Clément Rebuffel Thomas Scialom Laure Soulier Benjamin Piwowarski Sylvain Lamprier Jacopo Staiano Geoffrey Scoutheeten Patrick Gallinari 21 30 0 15 Apr 2021