MS2: Multi-Document Summarization of Medical Studies

13 April 2021

Papers citing "MS2: Multi-Document Summarization of Medical Studies"

42 / 42 papers shown

Title
Can LLMs Generate Tabular Summaries of Science Papers? Rethinking the Evaluation Protocol Weiqi Wang Jiefu Ou Yangqiu Song Benjamin Van Durme Daniel Khashabi LMTD 97 2 0 14 Apr 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 195 171 0 28 Jan 2025
ETHIC: Evaluating Large Language Models on Long-Context Tasks with High Information Coverage Taewhoo Lee Chanwoong Yoon Kyochul Jang Donghyeon Lee Minju Song Hyunjae Kim Jaewoo Kang ELM 66 1 0 22 Oct 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 162 4 0 22 Feb 2024
Nutribullets Hybrid: Multi-document Health Summarization Darsh J. Shah L. Yu Tao Lei Regina Barzilay 51 3 0 08 Apr 2021
Understanding Clinical Trial Reports: Extracting Medical Entities and Their Relations Benjamin E. Nye Jay DeYoung Eric P. Lehman A. Nenkova Iain J. Marshall Byron C. Wallace 49 22 0 07 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
Pre-training via Paraphrasing M. Lewis Marjan Ghazvininejad Gargi Ghosh Armen Aghajanyan Sida I. Wang Luke Zettlemoyer AIMat 80 160 0 26 Jun 2020
Array Programming with NumPy Charles R. Harris K. Millman S. Walt R. Gommers Pauli Virtanen ... Tyler Reddy Warren Weckesser Hameer Abbasi C. Gohlke T. Oliphant 147 14,915 0 18 Jun 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
Leveraging Graph to Improve Abstractive Multi-Document Summarization Wei Li Xinyan Xiao Jiachen Liu Hua Wu Haifeng Wang Junping Du 51 136 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 91 68 0 08 May 2020
SciREX: A Challenge Dataset for Document-Level Information Extraction Sarthak Jain Madeleine van Zuylen Hannaneh Hajishirzi Iz Beltagy 59 163 0 01 May 2020
TLDR: Extreme Summarization of Scientific Documents Isabel Cachola Kyle Lo Arman Cohan Daniel S. Weld 98 217 0 30 Apr 2020
Fact or Fiction: Verifying Scientific Claims David Wadden Shanchuan Lin Kyle Lo Lucy Lu Wang Madeleine van Zuylen Arman Cohan Hannaneh Hajishirzi HAI 121 452 0 30 Apr 2020
CORD-19: The COVID-19 Open Research Dataset Lucy Lu Wang Kyle Lo Yoganand Chandrasekhar Russell Reas Jiangjiang Yang ... Boya Xie Douglas A. Raymond Daniel S. Weld Oren Etzioni Sebastian Kohlmeier 86 808 0 22 Apr 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers Arman Cohan Sergey Feldman Iz Beltagy Doug Downey Daniel S. Weld AI4TS 79 549 0 15 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 138 4,061 0 10 Apr 2020
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries Alex Jinpeng Wang Kyunghyun Cho M. Lewis HILM 77 481 0 08 Apr 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 434 42,393 0 03 Dec 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 236 10,815 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 399 20,114 0 23 Oct 2019
Pretrained Language Models for Sequential Sentence Classification Arman Cohan Iz Beltagy Daniel King Bhavana Dalvi Daniel S. Weld 130 130 0 09 Sep 2019
Overview and Results: CL-SciSumm Shared Task 2019 Muthu Kumar Chandrasekaran Michihiro Yasunaga Dragomir R. Radev Dayne Freitag Min-Yen Kan 42 60 0 23 Jul 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 76 586 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 295 5,791 0 21 Apr 2019
ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission Kexin Huang Jaan Altosaar Rajesh Ranganath OOD 93 901 0 10 Apr 2019
Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric P. Lehman Jay DeYoung Regina Barzilay Byron C. Wallace 79 116 0 02 Apr 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 122 2,968 0 26 Mar 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 145 5,643 0 25 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction Yi Luan Luheng He Mari Ostendorf Hannaneh Hajishirzi 99 682 0 29 Aug 2018
Lessons from Natural Language Inference in the Clinical Domain Alexey Romanov Chaitanya P. Shivade LM&MA 62 272 0 21 Aug 2018
Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization Logan Lebanoff Kaiqiang Song Fei Liu 44 157 0 19 Aug 2018
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 51 220 0 11 Jun 2018
Construction of the Literature Graph in Semantic Scholar Bridger Waleed Ammar Dirk Groeneveld Chandra Bhagavatula Iz Beltagy Miles Crawford ... Lucy Lu Wang Christopher Wilhelm Zheng Yuan Madeleine van Zuylen Oren Etzioni GNN 68 395 0 06 May 2018
Towards a Neural Network Approach to Abstractive Multi-Document Summarization Jianmin Zhang Jiwei Tan Xiaojun Wan 53 32 0 24 Apr 2018
Generating Wikipedia by Summarizing Long Sequences Peter J. Liu Mohammad Saleh Etienne Pot Ben Goodrich Ryan Sepassi Lukasz Kaiser Noam M. Shazeer CVBM 182 798 0 30 Jan 2018
Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models Tal Baumel Matan Eyal Michael Elhadad 73 98 0 23 Jan 2018
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Ramesh Nallapati Bowen Zhou Cicero Nogueira dos Santos Çağlar Gülçehre Bing Xiang AIMat 250 2,554 0 19 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014