How well do you know your summarization datasets?

21 June 2021

Papers citing "How well do you know your summarization datasets?"

16 / 16 papers shown

Title
Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance Borui Xu Yao Chen Zeyi Wen Weiguo Liu Bingsheng He 79 1 0 02 Feb 2025
The State and Fate of Summarization Datasets: A Survey Noam Dahan Gabriel Stanovsky HILM 52 0 0 07 Nov 2024
Are We Done with MMLU? Aryo Pradipta Gema Joshua Ong Jun Leang Giwon Hong Alessio Devoto Alberto Carlo Maria Mancino ... R. McHardy Joshua Harris Jean Kaddour Emile van Krieken Pasquale Minervini ELM 60 30 0 06 Jun 2024
HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew Tzuf Paz-Argaman Itai Mondshine Asaf Achi Mordechai Reut Tsarfaty 40 2 0 06 Jun 2024
Information-Theoretic Distillation for Reference-less Summarization Jaehun Jung Ximing Lu Liwei Jiang Faeze Brahman Peter West Pang Wei Koh Yejin Choi 40 3 0 20 Mar 2024
ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publications Sotaro Takeshita Tommaso Green Ines Reinig Kai Eckert Simone Paolo Ponzetto 26 11 0 08 Mar 2024
Can LMs Generalize to Future Data? An Empirical Analysis on Text Summarization C. Cheang Hou Pong Chan Derek F. Wong Xuebo Liu Zhao Li Yanming Sun Shudong Liu Lidia S. Chao 197 6 0 03 May 2023
Statistical Dataset Evaluation: Reliability, Difficulty, and Validity Chengwen Wang Qingxiu Dong Xiaochen Wang Haitao Wang Zhifang Sui XAI 29 3 0 19 Dec 2022
Evaluating the Factual Consistency of Large Language Models Through News Summarization Derek Tam Anisha Mascarenhas Shiyue Zhang Sarah Kwan Joey Tianyi Zhou Colin Raffel HILM 25 96 0 15 Nov 2022
How Far are We from Robust Long Abstractive Summarization? Huan Yee Koh Jiaxin Ju He Zhang Ming Liu Shirui Pan HILM 28 39 0 30 Oct 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 81 122 0 03 Jul 2022
SQuALITY: Building a Long-Document Summarization Dataset the Hard Way Alex Jinpeng Wang Richard Yuanzhe Pang Angelica Chen Jason Phang Samuel R. Bowman 74 44 0 23 May 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 24 16 0 14 Oct 2021
Can We Automate Scientific Reviewing? Weizhe Yuan Pengfei Liu Graham Neubig 83 84 0 30 Jan 2021
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