Enhancing Temporal Understanding in LLMs for Semi-structured Tables

22 July 2024

Irwin Deng

Kushagra Dixit

Vivek Gupta

Dan Roth

LMTD

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Papers citing "Enhancing Temporal Understanding in LLMs for Semi-structured Tables"

29 / 29 papers shown

Title
Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning Qingyu Tan Hwee Tou Ng Lidong Bing 65 11 0 16 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 58 21 0 14 Nov 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 109 162 0 31 Jan 2023
Faithful Chain-of-Thought Reasoning Qing Lyu Shreya Havaldar Adam Stein Li Zhang D. Rao Eric Wong Marianna Apidianaki Chris Callison-Burch ReLM LRM 119 228 0 31 Jan 2023
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 215 214 0 06 Oct 2022
Targeted Extraction of Temporal Facts from Textual Resources for Improved Temporal Question Answering over Knowledge Bases Nithish Kannen Udit Sharma S. Neelam Dinesh Khandelwal S. Ikbal Hima P. Karanam L. V. Subramaniam 23 3 0 21 Mar 2022
A Benchmark for Generalizable and Interpretable Temporal Question Answering over Knowledge Bases S. Neelam Udit Sharma Hima P. Karanam S. Ikbal Pavan Kapanipathi ... Alexander G. Gray Guilherme Lima Ryan Riegel F. Luus L. V. Subramaniam 51 16 0 15 Jan 2022
FRUIT: Faithfully Reflecting Updated Information in Text Robert L Logan IV Alexandre Passos Sameer Singh Ming-Wei Chang KELM 84 42 0 16 Dec 2021
TempoQR: Temporal Question Reasoning over Knowledge Graphs Costas Mavromatis Prasanna Lakkur Subramanyam V. Ioannidis Soji Adeshina Phillip Howard Tetiana Grinberg Nagib Hakim George Karypis 54 50 0 10 Dec 2021
A Dataset for Answering Time-Sensitive Questions Wenhu Chen Xinyi Wang Wenjie Wang 100 130 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 227 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 99 281 0 29 Jun 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 73 176 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 68 54 0 16 Apr 2021
Incorporating External Knowledge to Enhance Tabular Reasoning J. Neeraja Vivek Gupta Vivek Srikumar LMTD 41 39 0 09 Apr 2021
Representations for Question Answering from Documents with Tables and Text Vicky Zayats Kristina Toutanova Mari Ostendorf LMTD 79 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 81 202 0 20 Oct 2020
Understanding tables with intermediate pre-training Julian Martin Eisenschlos Syrine Krichene Thomas Müller LMTD 134 121 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 90 41 0 23 May 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 63 112 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 97 368 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 70 159 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 69 309 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 110 655 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 106 514 0 05 Sep 2019
CogCompTime: A Tool for Understanding Time in Natural Language Text Qiang Ning Ben Zhou Zhili Feng Haoruo Peng Dan Roth 55 57 0 12 Jun 2019
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval Li Deng Shuo Zhang K. Balog LMTD DRL 47 113 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 114 1,243 0 24 Sep 2018