Focus Attention: Promoting Faithfulness and Diversity in Summarization

25 May 2021

Papers citing "Focus Attention: Promoting Faithfulness and Diversity in Summarization"

32 / 32 papers shown

Title
Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Acts Cesare Spinoso-Di Piano Jackie Chi Kit Cheung 24 0 0 10 Nov 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 31 3 0 25 Aug 2024
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation Neeraj Varshney Satyam Raj Venkatesh Mishra Agneet Chatterjee Ritika Sarkar Amir Saeidi Chitta Baral LRM 37 7 0 08 Jun 2024
ChatGPT Incorrectness Detection in Software Reviews M. Tanzil Junaed Younus Khan Gias Uddin 19 4 0 25 Mar 2024
Language Models in Dialogue: Conversational Maxims for Human-AI Interactions Erik Miehling Manish Nagireddy P. Sattigeri Elizabeth M. Daly David Piorkowski John T. Richards ALM 42 11 0 22 Mar 2024
EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling Shimao Zhang Yu Bao Shujian Huang 27 8 0 21 Mar 2024
A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models S. Hegselmann Zejiang Shen Florian Gierse Monica Agrawal David Sontag Xiaoyi Jiang HILM VLM 26 6 0 23 Feb 2024
Investigating Content Planning for Navigating Trade-offs in Knowledge-Grounded Dialogue Kushal Chawla Hannah Rashkin Gaurav Singh Tomar David Reitter 31 1 0 03 Feb 2024
Responsible AI Considerations in Text Summarization Research: A Review of Current Practices Yu Lu Liu Meng Cao Su Lin Blodgett Jackie Chi Kit Cheung Alexandra Olteanu Adam Trischler 33 1 0 18 Nov 2023
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation Yixin Wan Fanyou Wu Weijie Xu Srinivasan H. Sengamedu HILM 24 5 0 28 Oct 2023
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation Wei-Lin Chen Cheng-Kuang Wu Hsin-Hsi Chen Chung-Chi Chen HILM 26 6 0 23 Oct 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 33 155 0 08 Jul 2023
Annotating and Detecting Fine-grained Factual Errors for Dialogue Summarization Rongxin Zhu Jianzhong Qi Jey Han Lau 39 9 0 26 May 2023
Vārta: A Large-Scale Headline-Generation Dataset for Indic Languages Rahul Aralikatte Ziling Cheng Sumanth Doddapaneni Jackie C.K. Cheung 40 8 0 10 May 2023
mFACE: Multilingual Summarization with Factual Consistency Evaluation Roee Aharoni Shashi Narayan Joshua Maynez Jonathan Herzig Elizabeth Clark Mirella Lapata HILM 27 43 0 20 Dec 2022
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 29 35 0 20 Dec 2022
Improving Factual Consistency in Summarization with Compression-Based Post-Editing Alexander R. Fabbri Prafulla Kumar Choubey Jesse Vig Chien-Sheng Wu Caiming Xiong HILM KELM 44 17 0 11 Nov 2022
Improving abstractive summarization with energy-based re-ranking Diogo Pernes Afonso Mendes André F. T. Martins 23 6 0 27 Oct 2022
Mutual Information Alleviates Hallucinations in Abstractive Summarization Liam van der Poel Ryan Cotterell Clara Meister HILM 16 56 0 24 Oct 2022
Towards Improving Faithfulness in Abstractive Summarization Xiuying Chen Mingzhe Li Xin Gao Xiangliang Zhang HILM 25 26 0 04 Oct 2022
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization Qianqian Xie Jimin Huang Tulika Saha Sophia Ananiadou 29 25 0 21 Aug 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 78 122 0 03 Jul 2022
A Well-Composed Text is Half Done! Composition Sampling for Diverse Conditional Generation Shashi Narayan Gonccalo Simoes Yao-Min Zhao Joshua Maynez Dipanjan Das Michael Collins Mirella Lapata 29 30 0 28 Mar 2022
Probing Factually Grounded Content Transfer with Factual Ablation Peter West Chris Quirk Michel Galley Yejin Choi HILM 24 9 0 18 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua-Hong Wu HILM 21 27 0 10 Mar 2022
Repairing the Cracked Foundation: A Survey of Obstacles in Evaluation Practices for Generated Text Sebastian Gehrmann Elizabeth Clark Thibault Sellam ELM AI4CE 69 183 0 14 Feb 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 49 2,243 0 08 Feb 2022
CaPE: Contrastive Parameter Ensembling for Reducing Hallucination in Abstractive Summarization Prafulla Kumar Choubey Alexander R. Fabbri Jesse Vig Chien-Sheng Wu Wenhao Liu Nazneen Rajani HILM 18 16 0 14 Oct 2021
CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization Shuyang Cao Lu Wang HILM 23 175 0 19 Sep 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 254 285 0 02 Feb 2021
GO FIGURE: A Meta Evaluation of Factuality in Summarization Saadia Gabriel Asli Celikyilmaz Rahul Jha Yejin Choi Jianfeng Gao HILM 238 96 0 24 Oct 2020
Towards Faithful Neural Table-to-Text Generation with Content-Matching Constraints Zhenyi Wang Xiaoyang Wang Bang An Dong Yu Changyou Chen LMTD 168 84 0 03 May 2020