TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables

2 April 2025

Abhilash Shankarampeta

Papers citing "TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables"

25 / 25 papers shown

Title
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 82 5 0 22 Jul 2024
TempTabQA: Temporal Question Answering for Semi-Structured Tables Vivek Gupta Pranshu Kandoi M. Vora Shuo Zhang Yujie He R. Reinanda Vivek Srikumar LMTD 68 21 0 14 Nov 2023
InfoSync: Information Synchronization across Multilingual Semi-structured Tables Siddharth Khincha Chelsi Jain Vivek Gupta Tushar Kataria Shuo Zhang SyDa 77 2 0 06 Jul 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 145 452 0 05 Oct 2022
A Dataset for Answering Time-Sensitive Questions Wenhu Chen Xinyi Wang Wenjie Wang 112 130 0 13 Aug 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 229 54 0 15 Jul 2021
Time-Aware Language Models as Temporal Knowledge Bases Bhuwan Dhingra Jeremy R. Cole Julian Martin Eisenschlos D. Gillick Jacob Eisenstein William W. Cohen KELM 101 281 0 29 Jun 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 81 177 0 06 May 2021
Capturing Row and Column Semantics in Transformer Based Question Answering over Tables Michael R. Glass Mustafa Canim A. Gliozzo Saneem A. Chemmengath Vishwajeet Kumar Rishav Chakravarti Avirup Sil FeiFei Pan Samarth Bharadwaj Nicolas Rodolfo Fauceglia LMTD 73 54 0 16 Apr 2021
Incorporating External Knowledge to Enhance Tabular Reasoning J. Neeraja Vivek Gupta Vivek Srikumar LMTD 43 39 0 09 Apr 2021
Representations for Question Answering from Documents with Tables and Text Vicky Zayats Kristina Toutanova Mari Ostendorf LMTD 91 37 0 26 Jan 2021
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Wenjie Wang William W. Cohen LMTD RALM 99 202 0 20 Oct 2020
Understanding tables with intermediate pre-training Julian Martin Eisenschlos Syrine Krichene Thomas Müller LMTD 145 121 0 01 Oct 2020
DART: Open-Domain Structured Data Record to Text Generation Linyong Nan Dragomir R. Radev Rui Zhang Amrit Rau Abhinand Sivaprasad ... Y. Tan Xi Lin Caiming Xiong R. Socher Nazneen Rajani 60 202 0 06 Jul 2020
Summarizing and Exploring Tabular Data in Conversational Search Shuo Zhang Zhuyun Dai K. Balog Jamie Callan RALM LMTD 98 41 0 23 May 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel RALM LMTD 101 608 0 17 May 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 68 112 0 13 May 2020
ToTTo: A Controlled Table-To-Text Generation Dataset Ankur P. Parikh Xuezhi Wang Sebastian Gehrmann Manaal Faruqui Bhuwan Dhingra Diyi Yang Dipanjan Das LMTD 110 368 0 29 Apr 2020
Logical Natural Language Generation from Open-Domain Tables Wenhu Chen Jianshu Chen Yunde Su Zhiyu Zoey Chen William Yang Wang LMTD 75 159 0 22 Apr 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data Wenhu Chen Hanwen Zha Zhiyu Zoey Chen Wenhan Xiong Hong Wang Wenjie Wang 77 309 0 15 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 120 657 0 05 Apr 2020
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 111 514 0 05 Sep 2019
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval Li Deng Shuo Zhang K. Balog LMTD DRL 49 114 0 31 May 2019
Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task Tao Yu Rui Zhang Kai-Chou Yang Michihiro Yasunaga Dongxu Wang ... Irene Li Qingning Yao Shanelle Roman Zilin Zhang Dragomir R. Radev RALM 124 1,245 0 24 Sep 2018