Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles

27 October 2020

Papers citing "Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles"

31 / 31 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 47 0 0 14 Apr 2025
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents Mengna Zhu Kaisheng Zeng Mao Wang Kaiming Xiao Lei Hou Hongbin Huang Juanzi Li 212 1 0 16 Dec 2024
The State and Fate of Summarization Datasets: A Survey Noam Dahan Gabriel Stanovsky HILM 52 0 0 07 Nov 2024
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following Gabrielle Kaili-May Liu Bowen Shi Avi Caciularu Idan Szpektor Arman Cohan 72 4 0 30 Oct 2024
MedINST: Meta Dataset of Biomedical Instructions Wenhan Han Meng Fang Zihan Zhang Yu Yin Zirui Song Ling-Hao Chen Mykola Pechenizkiy Qingyu Chen LM&MA 33 1 0 17 Oct 2024
From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization Catarina G. Belem Pouya Pezeskhpour Hayate Iso Seiji Maekawa Nikita Bhutani Estevam R. Hruschka HILM 73 1 0 17 Oct 2024
Rethinking Transformer-based Multi-document Summarization: An Empirical Investigation Congbo Ma Wei Emma Zhang Dileepa Pitawela Haojie Zhuang Yanfeng Shu 19 0 0 16 Jul 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 68 80 0 05 Mar 2024
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 38 21 0 02 Feb 2024
PELMS: Pre-training for Effective Low-Shot Multi-Document Summarization Joseph Peper Wenzhao Qiu Lu Wang 23 0 0 16 Nov 2023
Multi-document Summarization: A Comparative Evaluation Kushan Hewapathirana Nisansa de Silva Sri Lanka ELM 16 3 0 10 Sep 2023
SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation Tetsu Kasanishi Masaru Isonuma Junichiro Mori Ichiro Sakata 18 8 0 24 May 2023
A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document Summarization Chenhui Shen Liying Cheng Xuan-Phi Nguyen Yang You Lidong Bing 25 10 0 15 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 30 8 0 12 May 2023
Generating a Structured Summary of Numerous Academic Papers: Dataset and Method Shuaiqi Liu Jiannong Cao Ruosong Yang Zhiyuan Wen 51 16 0 09 Feb 2023
Do Multi-Document Summarization Models Synthesize? Jay DeYoung Stephanie C. Martinez Iain J. Marshall Byron C. Wallace 22 8 0 31 Jan 2023
Methodological reflections for AI alignment research using human feedback Thilo Hagendorff Sarah Fabi 21 6 0 22 Dec 2022
DIONYSUS: A Pre-trained Model for Low-Resource Dialogue Summarization Yu Li Baolin Peng Pengcheng He Michel Galley Zhou Yu Jianfeng Gao 24 7 0 20 Dec 2022
CiteBench: A benchmark for Scientific Citation Text Generation Martin Funkquist Ilia Kuznetsov Yufang Hou Iryna Gurevych 31 16 0 19 Dec 2022
NarraSum: A Large-Scale Dataset for Abstractive Narrative Summarization Chao Zhao Faeze Brahman Kaiqiang Song Wenlin Yao Dian Yu Snigdha Chaturvedi HILM 26 6 0 02 Dec 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents Domenic Rosati 21 0 0 28 Oct 2022
Document-aware Positional Encoding and Linguistic-guided Encoding for Abstractive Multi-document Summarization Congbo Ma Wei Emma Zhang Pitawelayalage Dasun Dileepa Pitawela Yutong Qu Haojie Zhuang Hu Wang 34 3 0 13 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 37 43 0 22 Jun 2022
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awareness Yun-Zhu Song Yi-Syuan Chen Hong-Han Shuai 40 20 0 04 May 2022
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 27 2 0 29 Mar 2022
Overview of the 2021 Key Point Analysis Shared Task Roni Friedman Lena Dankin Yufang Hou R. Aharonov Yoav Katz Noam Slonim 16 22 0 20 Oct 2021
Generating Related Work Darsh J. Shah Regina Barzilay 30 3 0 18 Apr 2021
Multi-document Summarization via Deep Learning Techniques: A Survey Congbo Ma W. Zhang Mingyu Guo Hu Wang Quan Z. Sheng 13 126 0 10 Nov 2020
ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks Michihiro Yasunaga Jungo Kasai Rui Zhang Alexander R. Fabbri Irene Z Li Dan Friedman Dragomir R. Radev 73 206 0 04 Sep 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 258 1,433 0 22 Aug 2019
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 207 1,255 0 14 Nov 2016