Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection

19 April 2021

Papers citing "Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection"

50 / 67 papers shown

Title
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task Xindi Tong Yujin Zhu Shijian Fan Liang Xu 54 1 0 26 Sep 2024
Multilingual Fine-Grained News Headline Hallucination Detection Jiaming Shen Tianqi Liu Jialu Liu Zhen Qin Jay Pavagadhi Simon Baumgartner Michael Bendersky 36 0 0 22 Jul 2024
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models Yuyan Chen Qiang Fu Yichen Yuan Zhihao Wen Ge Fan Dayiheng Liu Dongmei Zhang Zhixu Li Yanghua Xiao HILM 42 68 0 04 Jul 2024
Factual Dialogue Summarization via Learning from Large Language Models Rongxin Zhu Jey Han Lau Jianzhong Qi HILM 46 1 0 20 Jun 2024
A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models Haopeng Zhang Philip S. Yu Jiawei Zhang 35 14 0 17 Jun 2024
On the Benefits of Fine-Grained Loss Truncation: A Case Study on Factuality in Summarization Lorenzo Jaime Yu Flores Arman Cohan HILM 38 2 0 09 Mar 2024
Fact-and-Reflection (FaR) Improves Confidence Calibration of Large Language Models Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Tongshuang Wu Jianshu Chen HILM LRM 27 4 0 27 Feb 2024
Successfully Guiding Humans with Imperfect Instructions by Highlighting Potential Errors and Suggesting Corrections Lingjun Zhao Khanh Nguyen Hal Daumé 23 1 0 26 Feb 2024
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models Jongyoon Song Nohil Park Bongkyu Hwang Jaewoong Yun Seongho Joe Youngjune Gwon Sungroh Yoon KELM HILM 24 1 0 23 Feb 2024
Improving Factual Error Correction for Abstractive Summarization via Data Distillation and Conditional-generation Cloze Yiyang Li Lei Li Dingxing Hu Xueyi Hao Marina Litvak N. Vanetik Yanquan Zhou HILM KELM 15 0 0 13 Feb 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 28 34 0 09 Jan 2024
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning Kung-Hsiang Huang Mingyang Zhou Hou Pong Chan Yi Ren Fung Zhenhailong Wang Lingyu Zhang Shih-Fu Chang Heng Ji 19 33 0 15 Dec 2023
Exploiting Representation Bias for Data Distillation in Abstractive Text Summarization Yash Kumar Atri Vikram Goyal Tanmoy Chakraborty 11 1 0 10 Dec 2023
Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites Lei Wang Jiabang He Shenshen Li Ning Liu Ee-Peng Lim MLLM 10 38 0 04 Dec 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
Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation Mateusz Lango Ondrej Dusek 12 8 0 25 Oct 2023
Correction with Backtracking Reduces Hallucination in Summarization Zhenzhen Liu Chao-gang Wan Varsha Kishore Jin Peng Zhou Minmin Chen Kilian Q. Weinberger HILM 26 3 0 24 Oct 2023
Hallucination Detection for Grounded Instruction Generation Lingjun Zhao Khanh Nguyen Hal Daumé HILM 26 7 0 23 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 13 6 0 23 Oct 2023
The Trickle-down Impact of Reward (In-)consistency on RLHF Lingfeng Shen Sihao Chen Linfeng Song Lifeng Jin Baolin Peng Haitao Mi Daniel Khashabi Dong Yu 18 21 0 28 Sep 2023
Optimizing Factual Accuracy in Text Generation through Dynamic Knowledge Selection Hongjin Qian Zhicheng Dou Jiejun Tan Haonan Chen Haoqi Gu Ruofei Lai Xinyu Zhang Zhao Cao Ji-Rong Wen 12 2 0 30 Aug 2023
Evaluation of Faithfulness Using the Longest Supported Subsequence Anirudh Mittal Timo Schick Mikel Artetxe Jane Dwivedi-Yu ALM 11 0 0 23 Aug 2023
Agreement Tracking for Multi-Issue Negotiation Dialogues Amogh Mannekote Bonnie J. Dorr K. Boyer 36 0 0 13 Jul 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 23 155 0 08 Jul 2023
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them Anum Afzal Juraj Vladika Daniel Braun Florian Matthes HILM 25 10 0 03 Jul 2023
Reference Matters: Benchmarking Factual Error Correction for Dialogue Summarization with Fine-grained Evaluation Framework Mingqi Gao Xiaojun Wan Jia Su Zhefeng Wang Baoxing Huai HILM 11 7 0 08 Jun 2023
Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards Alexandre Ramé Guillaume Couairon Mustafa Shukor Corentin Dancette Jean-Baptiste Gaya Laure Soulier Matthieu Cord MoMe 35 135 0 07 Jun 2023
Exposing Attention Glitches with Flip-Flop Language Modeling Bingbin Liu Jordan T. Ash Surbhi Goel A. Krishnamurthy Cyril Zhang LRM 27 46 0 01 Jun 2023
Generating EDU Extracts for Plan-Guided Summary Re-Ranking Griffin Adams Alexander R. Fabbri Faisal Ladhak Kathleen McKeown Noémie Elhadad 8 10 0 28 May 2023
Annotating and Detecting Fine-grained Factual Errors for Dialogue Summarization Rongxin Zhu Jianzhong Qi Jey Han Lau 28 9 0 26 May 2023
Improving Factuality of Abstractive Summarization without Sacrificing Summary Quality Tanay Dixit Fei Wang Muhao Chen HILM 19 9 0 24 May 2023
Counterfactual Debiasing for Generating Factually Consistent Text Summaries Chenhe Dong Yuexiang Xie Yaliang Li Ying Shen CML HILM 17 0 0 18 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization Griffin Adams Bichlien H. Nguyen Jake A. Smith Yingce Xia Shufang Xie Anna Ostropolets Budhaditya Deb Yuan Chen Tristan Naumann Noémie Elhadad 22 8 0 12 May 2023
HistAlign: Improving Context Dependency in Language Generation by Aligning with History David Wan Shiyue Zhang Mohit Bansal AI4TS 21 5 0 08 May 2023
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges S. Ramprasad Denis Jered McInerney Iain J. Marshal Byron C. Wallace 8 9 0 07 Mar 2023
Faithfulness-Aware Decoding Strategies for Abstractive Summarization David Wan Mengwen Liu Kathleen McKeown Markus Dreyer Mohit Bansal HILM 111 32 0 06 Mar 2023
"Why is this misleading?": Detecting News Headline Hallucinations with Explanations Jiaming Shen Jialu Liu Daniel Finnie N. Rahmati Michael Bendersky Marc Najork 17 19 0 12 Feb 2023
PropSegmEnt: A Large-Scale Corpus for Proposition-Level Segmentation and Entailment Recognition Sihao Chen S. Buthpitiya Alex Fabrikant Dan Roth Tal Schuster 13 23 0 21 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 19 35 0 20 Dec 2022
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Percy Liang LM&MA ALM 46 99 0 19 Dec 2022
RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding Ziwei Ji Zihan Liu Nayeon Lee Tiezheng Yu Bryan Wilie Mini Zeng Pascale Fung HILM 6 53 0 03 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 42 17 0 11 Nov 2022
FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness Wenhao Wu Wei Li Jiachen Liu Xinyan Xiao Ziqiang Cao Sujian Li Hua-Hong Wu HILM 19 10 0 01 Nov 2022
Mutual Information Alleviates Hallucinations in Abstractive Summarization Liam van der Poel Ryan Cotterell Clara Meister HILM 6 56 0 24 Oct 2022
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization Ryo Kamoi Tanya Goyal Greg Durrett HILM 24 14 0 13 Oct 2022
Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive Summarization Shiyue Zhang David Wan Mohit Bansal HILM 45 27 0 08 Sep 2022
Using Multi-Encoder Fusion Strategies to Improve Personalized Response Selection Souvik Das Sougata Saha R. Srihari 11 5 0 20 Aug 2022
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control Haopeng Zhang Semih Yavuz Wojciech Kry'sciñski Kazuma Hashimoto Yingbo Zhou HILM 18 34 0 05 Jul 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 37 17 0 25 May 2022
FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive Summarization David Wan Mohit Bansal HILM 18 68 0 16 May 2022