An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation

28 November 2024

Papers citing "An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation"

22 / 22 papers shown

Title
High-quality Data-to-Text Generation for Severely Under-Resourced Languages with Out-of-the-box Large Language Models Michela Lorandi Anya Belz 41 5 0 19 Feb 2024
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 104 577 0 03 Sep 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 48 8 0 01 Aug 2023
OpenAGI: When LLM Meets Domain Experts Yingqiang Ge Wenyue Hua Kai Mei Jianchao Ji Juntao Tan Shuyuan Xu Zelong Li Yongfeng Zhang VLM LRM 96 230 0 10 Apr 2023
TabGenie: A Toolkit for Table-to-Text Generation Zdeněk Kasner E. Garanina Ondvrej Plátek Ondrej Dusek LMTD 60 8 0 27 Feb 2023
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
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 107 396 0 18 Nov 2021
Biomedical Data-to-Text Generation via Fine-Tuning Transformers Ruslan Yermakov Nicholas Drago Angelo Ziletti MedIm 51 13 0 03 Sep 2021
On Hallucination and Predictive Uncertainty in Conditional Language Generation Yijun Xiao Wenjie Wang HILM 156 192 0 28 Mar 2021
Data-to-text Generation with Macro Planning Ratish Puduppully Mirella Lapata 95 74 0 04 Feb 2021
Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries Benjamin Heinzerling Kentaro Inui KELM 57 133 0 20 Aug 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
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
ViGGO: A Video Game Corpus for Data-To-Text Generation in Open-Domain Conversation Juraj Juraska Kevin K. Bowden M. Walker 48 44 0 26 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
Sticking to the Facts: Confident Decoding for Faithful Data-to-Text Generation Ran Tian Shashi Narayan Thibault Sellam Ankur P. Parikh HILM 92 96 0 19 Oct 2019
Handling Divergent Reference Texts when Evaluating Table-to-Text Generation Bhuwan Dhingra Manaal Faruqui Ankur P. Parikh Ming-Wei Chang Dipanjan Das William W. Cohen 96 196 0 03 Jun 2019
A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation Juraj Juraska P. Karagiannis Kevin K. Bowden M. Walker 83 88 0 16 May 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 230 11,565 0 15 Feb 2018
Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation Albert Gatt E. Krahmer LM&MA ELM 124 820 0 29 Mar 2017
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 575 27,325 0 01 Sep 2014
Speech Recognition with Deep Recurrent Neural Networks Alex Graves Abdel-rahman Mohamed Geoffrey E. Hinton 228 8,526 0 22 Mar 2013