How Far are We from Robust Long Abstractive Summarization?

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022

30 October 2022

Papers citing "How Far are We from Robust Long Abstractive Summarization?"

20 / 20 papers shown

Title
Summarization of Multimodal Presentations with Vision-Language Models: Study of the Effect of Modalities and Structure Théo Gigant Camille Guinaudeau Frédéric Dufaux 221 0 0 14 Apr 2025
Extract, Match, and Score: An Evaluation Paradigm for Long Question-context-answer Triplets in Financial Analysis Bo Hu Han Yuan Vlad Pandelea Wuqiong Luo Yingzhu Zhao Zheng Ma 181 1 0 20 Mar 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM PersonalizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai Wenjie Wang Hong Cheng Fuli Feng Tat-Seng Chua 395 18 0 04 Mar 2025
Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation Alireza Salemi Cheng-rong Li Mingyang Zhang Qiaozhu Mei Weize Kong Tao Chen Zhuowan Li Michael Bendersky Hamed Zamani LRM RALM ReLM 244 20 0 07 Jan 2025
On Positional Bias of Faithfulness for Long-form SummarizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 David Wan Jesse Vig Joey Tianyi Zhou Shafiq Joty HILM 216 13 0 31 Oct 2024
Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free MetricsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Théo Gigant Camille Guinaudeau Marc Decombas Frédéric Dufaux 197 4 0 08 Oct 2024
A Critical Look at Meta-evaluating Summarisation Evaluation MetricsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Xiang Dai Sarvnaz Karimi Biaoyan Fang 217 1 0 29 Sep 2024
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials Yizhen Zheng Huan Yee Koh M. Yang Li Li Lauren T. May Geoffrey I. Webb Shirui Pan George Church LM&MA 184 42 0 06 Sep 2024
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation Tasks Huajian Zhang Yumo Xu Laura Perez-Beltrachini HILM 157 23 0 27 Feb 2024
Identifying Factual Inconsistencies in Summaries: Grounding Model Inference via Task Taxonomy Liyan Xu Zhenlin Su Mo Yu Jin Xu Jinho D. Choi Jie Zhou Fei Liu HILM 258 5 0 20 Feb 2024
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing ValuesInformation Fusion (Inf. Fusion), 2024 Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Haishuai Wang Khoa T. Phan Yi-Ping Phoebe Chen Shirui Pan Wei Xiang AI4TS 146 29 0 11 Jan 2024
LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores Yiqi Liu N. Moosavi Chenghua Lin ELM 349 73 0 16 Nov 2023
Enhancing Biomedical Lay Summarisation with External Knowledge GraphsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Tomas Goldsack Zhihao Zhang Chen Tang Carolina Scarton Chenghua Lin 96 13 0 24 Oct 2023
RTSUM: Relation Triple-based Interpretable Summarization with Multi-level Salience VisualizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Seonglae Cho Yonggi Cho HoonJae Lee Myungha Jang Jinyoung Yeo Dongha Lee 160 0 0 21 Oct 2023
Overview of the BioLaySumm 2023 Shared Task on Lay Summarization of Biomedical Research ArticlesWorkshop on Biomedical Natural Language Processing (BioNLP), 2023 Tomas Goldsack Jiancheng Yang Qianqian Xie Carolina Scarton Matthew Shardlow Sophia Ananiadou Chenghua Lin 164 17 0 29 Sep 2023
Less is More for Long Document Summary Evaluation by LLMsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Yunshu Wu Hayate Iso Pouya Pezeshkpour Nikita Bhutani Estevam R. Hruschka 184 45 0 14 Sep 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 282 297 0 07 Jul 2023
Hybrid Long Document Summarization using C2F-FAR and ChatGPT: A Practical Study Guang Lu Sylvia B. Larcher Tu-Anh Tran 152 11 0 01 Jun 2023
RISE: Leveraging Retrieval Techniques for Summarization EvaluationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 David C. Uthus Jianmo Ni RALM 119 1 0 17 Dec 2022
SMART: Sentences as Basic Units for Text EvaluationInternational Conference on Learning Representations (ICLR), 2022 Reinald Kim Amplayo Peter J. Liu Yao-Min Zhao Shashi Narayan 170 23 0 01 Aug 2022