Automated Metrics for Medical Multi-Document Summarization Disagree with Human Evaluations

23 May 2023

Papers citing "Automated Metrics for Medical Multi-Document Summarization Disagree with Human Evaluations"

44 / 44 papers shown

Title
Standardizing the Measurement of Text Diversity: A Tool and a Comparative Analysis of Scores Chantal Shaib Joe Barrow Jiuding Sun Alexa F. Siu Byron C. Wallace A. Nenkova 110 37 0 01 Mar 2024
Rethinking Scientific Summarization Evaluation: Grounding Explainable Metrics on Facet-aware Benchmark Preslav Nakov Tairan Wang Qingqing Zhu Taicheng Guo Shen Gao Zhiyong Lu Xin Gao Xiangliang Zhang 146 4 0 22 Feb 2024
LitSumm: Large language models for literature summarisation of non-coding RNAs Andrew Green C. Ribas Nancy Ontiveros-Palacios Sam Griffiths-Jones Anton I. Petrov Alex Bateman Blake Sweeney 67 4 0 06 Nov 2023
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization Yue Guo Tal August Gondy Leroy T. Cohen Lucy Lu Wang 84 9 0 23 May 2023
Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success) Chantal Shaib Millicent Li Sebastian Antony Joseph Iain J. Marshall Junyi Jessy Li Byron C. Wallace LM&MA ELM 48 67 0 10 May 2023
Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation Yixin Liu Alexander R. Fabbri Pengfei Liu Yilun Zhao Linyong Nan ... Simeng Han Shafiq Joty Chien-Sheng Wu Caiming Xiong Dragomir R. Radev ALM 56 133 0 15 Dec 2022
SciFact-Open: Towards open-domain scientific claim verification David Wadden Kyle Lo Bailey Kuehl Arman Cohan Iz Beltagy Lucy Lu Wang Hannaneh Hajishirzi LRM 64 61 0 25 Oct 2022
How "Multi" is Multi-Document Summarization? Ruben Wolhandler Arie Cattan Ori Ernst Ido Dagan 94 12 0 23 Oct 2022
Self-Repetition in Abstractive Neural Summarizers Nikita Salkar T. Trikalinos Byron C. Wallace A. Nenkova 43 12 0 14 Oct 2022
News Summarization and Evaluation in the Era of GPT-3 Tanya Goyal Junyi Jessy Li Greg Durrett ELM 86 401 0 26 Sep 2022
LED down the rabbit hole: exploring the potential of global attention for biomedical multi-document summarisation Yulia Otmakhova Thinh Hung Truong Timothy Baldwin Trevor Cohn Karin Verspoor Jey Han Lau 95 6 0 19 Sep 2022
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities Zejiang Shen Kyle Lo L. Yu N. Dahlberg Margo Schlanger Doug Downey ELM AILaw 59 47 0 22 Jun 2022
Re-Examining System-Level Correlations of Automatic Summarization Evaluation Metrics Daniel Deutsch Rotem Dror Dan Roth 35 45 0 21 Apr 2022
LinkBERT: Pretraining Language Models with Document Links Michihiro Yasunaga J. Leskovec Percy Liang KELM 82 359 0 29 Mar 2022
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization Wen Xiao Iz Beltagy Giuseppe Carenini Arman Cohan CVBM 107 117 0 16 Oct 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 95 841 0 22 Jun 2021
MS2: Multi-Document Summarization of Medical Studies Jay DeYoung Iz Beltagy Madeleine van Zuylen Bailey Kuehl Lucy Lu Wang 59 112 0 13 Apr 2021
Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles Yao Lu Yue Dong Laurent Charlin AILaw 58 120 0 27 Oct 2020
Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary Daniel Deutsch Tania Bedrax-Weiss Dan Roth 54 112 0 01 Oct 2020
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization Byron C. Wallace Sayantani Saha Frank Soboczenski Iain J. Marshall HILM 48 78 0 25 Aug 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 499 2,074 0 28 Jul 2020
SummEval: Re-evaluating Summarization Evaluation Alexander R. Fabbri Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher Dragomir R. Radev HILM 90 710 0 24 Jul 2020
SacreROUGE: An Open-Source Library for Using and Developing Summarization Evaluation Metrics Daniel Deutsch Dan Roth 71 25 0 10 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 662 41,736 0 28 May 2020
A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portal D. Ghalandari Chris Hokamp N. Pham John Glover Georgiana Ifrim 40 109 0 20 May 2020
Evidence Inference 2.0: More Data, Better Models Jay DeYoung Eric P. Lehman Benjamin E. Nye Iain J. Marshall Byron C. Wallace 87 68 0 08 May 2020
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization Esin Durmus He He Mona T. Diab HILM 83 392 0 07 May 2020
SUPERT: Towards New Frontiers in Unsupervised Evaluation Metrics for Multi-Document Summarization Yang Gao Wei Zhao Steffen Eger ELM 68 125 0 07 May 2020
Fact or Fiction: Verifying Scientific Claims David Wadden Shanchuan Lin Kyle Lo Lucy Lu Wang Madeleine van Zuylen Arman Cohan Hannaneh Hajishirzi HAI 113 450 0 30 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 128 4,048 0 10 Apr 2020
BLEURT: Learning Robust Metrics for Text Generation Thibault Sellam Dipanjan Das Ankur P. Parikh 81 1,489 0 09 Apr 2020
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries Alex Jinpeng Wang Kyunghyun Cho M. Lewis HILM 77 480 0 08 Apr 2020
Sparse Text Generation Pedro Henrique Martins Zita Marinho André F. T. Martins MoE 39 39 0 06 Apr 2020
Fill in the BLANC: Human-free quality estimation of document summaries Oleg V. Vasilyev Vedant Dharnidharka John Bohannon 3DH 75 117 0 23 Feb 2020
Optimizing the Factual Correctness of a Summary: A Study of Summarizing Radiology Reports Yuhao Zhang Derek Merck E. Tsai Christopher D. Manning C. Langlotz MedIm HILM 54 185 0 06 Nov 2019
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 213 10,792 0 29 Oct 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 101 742 0 28 Oct 2019
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao Maxime Peyrard Fei Liu Yang Gao Christian M. Meyer Steffen Eger 151 595 0 05 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.1K 12,129 0 27 Aug 2019
Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alexander R. Fabbri Irene Li Tianwei She Suyi Li Dragomir R. Radev 74 583 0 04 Jun 2019
Hierarchical Transformers for Multi-Document Summarization Yang Liu Mirella Lapata 108 297 0 30 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 277 5,764 0 21 Apr 2019
Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric P. Lehman Jay DeYoung Regina Barzilay Byron C. Wallace 75 116 0 02 Apr 2019
A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature Benjamin E. Nye Junyi Jessy Li Roma Patel Yinfei Yang Iain J. Marshall A. Nenkova Byron C. Wallace 49 220 0 11 Jun 2018