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Investigating Table-to-Text Generation Capabilities of LLMs in Real-World Information Seeking Scenarios

24 May 2023

Arman Cohan

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Papers citing "Investigating Table-to-Text Generation Capabilities of LLMs in Real-World Information Seeking Scenarios"

38 / 38 papers shown

Title
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 361 12,044 0 18 Jul 2023
Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow Wenqi Zhang Yongliang Shen Weiming Lu Yueting Zhuang LLMAG 101 56 0 12 Jun 2023
How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources Yizhong Wang Hamish Ivison Pradeep Dasigi Jack Hessel Tushar Khot ... David Wadden Kelsey MacMillan Noah A. Smith Iz Beltagy Hannaneh Hajishirzi ALM ELM 105 391 0 07 Jun 2023
Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies Linyong Nan Yilun Zhao Weijin Zou Narutatsu Ri Jaesung Tae Ellen Zhang Arman Cohan Dragomir R. Radev LMTD 68 51 0 21 May 2023
Continually Improving Extractive QA via Human Feedback Ge Gao Hung-Ting Chen Yoav Artzi Eunsol Choi 68 12 0 21 May 2023
LongForm: Effective Instruction Tuning with Reverse Instructions Abdullatif Köksal Timo Schick Anna Korhonen Hinrich Schütze SyDa ALM 138 39 0 17 Apr 2023
Human-like Summarization Evaluation with ChatGPT Mingqi Gao Jie Ruan Renliang Sun Xunjian Yin Shiping Yang Xiaojun Wan ALM AI4MH 59 133 0 05 Apr 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling Stella Biderman Hailey Schoelkopf Quentin G. Anthony Herbie Bradley Kyle O'Brien ... USVSN Sai Prashanth Edward Raff Aviya Skowron Lintang Sutawika Oskar van der Wal 107 1,298 0 03 Apr 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 167 1,670 0 30 Mar 2023
Training Language Models with Language Feedback at Scale Jérémy Scheurer Jon Ander Campos Tomasz Korbak Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 93 106 0 28 Mar 2023
Generate, Transform, Answer: Question Specific Tool Synthesis for Tabular Data Carlos Gemmell Jeffrey Stephen Dalton LMTD 66 13 0 17 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,420 0 27 Feb 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control Yilun Zhao Zhenting Qi Linyong Nan Lorenzo Jaime Yu Flores Dragomir R. Radev LMTD 72 20 0 06 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 105 162 0 31 Jan 2023
On Improving Summarization Factual Consistency from Natural Language Feedback Yixin Liu Budhaditya Deb Milagro Teruel Aaron L Halfaker Dragomir R. Radev Ahmed Hassan Awadallah HILM 60 38 0 20 Dec 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 397 2,392 0 09 Nov 2022
MACSum: Controllable Summarization with Mixed Attributes Yusen Zhang Yang Liu Ziyi Yang Yuwei Fang Yulong Chen Dragomir R. Radev Chenguang Zhu Michael Zeng Rui Zhang 63 17 0 09 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 93 39 0 22 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 194 3,146 0 20 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 75 152 0 13 Oct 2022
News Summarization and Evaluation in the Era of GPT-3 Tanya Goyal Junyi Jessy Li Greg Durrett ELM 110 409 0 26 Sep 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 69 18 0 25 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 515 6,293 0 05 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 522 3,721 0 21 Mar 2022
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation Zhoujun Cheng Haoyu Dong Zhiruo Wang Ran Jia Jiaqi Guo Yan Gao Shi Han Jian-Guang Lou Dongmei Zhang LMTD 94 100 0 15 Aug 2021
TAPEX: Table Pre-training via Learning a Neural SQL Executor Qian Liu Bei Chen Jiaqi Guo Morteza Ziyadi Zeqi Lin Weizhu Chen Jian-Guang Lou LMTD 87 268 0 16 Jul 2021
FeTaQA: Free-form Table Question Answering Linyong Nan Chia-Hsuan Hsieh Ziming Mao Xi Lin Neha Verma ... Isabel Trindade Renusree Bandaru Jacob Cunningham Caiming Xiong Dragomir R. Radev LMTD 124 165 0 01 Apr 2021
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
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 853 42,332 0 28 May 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 60 112 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
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 107 655 0 05 Apr 2020
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 263 10,851 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 459 20,298 0 23 Oct 2019
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
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Victor Zhong Caiming Xiong R. Socher RALM 134 1,205 0 31 Aug 2017
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 120 793 0 03 Aug 2015