BookSum: A Collection of Datasets for Long-form Narrative Summarization

18 May 2021

Papers citing "BookSum: A Collection of Datasets for Long-form Narrative Summarization"

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Title
Towards Long Context Hallucination Detection Siyi Liu Kishaloy Halder Zheng Qi Wei Xiao Nikolaos Pappas Phu Mon Htut Neha Anna John Yassine Benajiba Dan Roth HILM 73 0 0 28 Apr 2025
CoheMark: A Novel Sentence-Level Watermark for Enhanced Text Quality Junyan Zhang Shuliang Liu Aiwei Liu Yubo Gao Jiajun Li Xiaojie Gu Xuming Hu WaLM 57 2 0 24 Apr 2025
Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models Matt Grenander Siddharth Varia Paula Czarnowska Yogarshi Vyas Kishaloy Halder Bonan Min HILM 34 0 0 12 Apr 2025
Improving the End-to-End Efficiency of Offline Inference for Multi-LLM Applications Based on Sampling and Simulation Jingzhi Fang Yanyan Shen Y. Wang Lei Chen 39 2 0 21 Mar 2025
A Survey on Transformer Context Extension: Approaches and Evaluation Yijun Liu Jinzheng Yu Yang Xu Zhongyang Li Qingfu Zhu LLMAG 68 0 0 17 Mar 2025
CURIE: Evaluating LLMs On Multitask Scientific Long Context Understanding and Reasoning Hao Cui Zahra Shamsi Gowoon Cheon Xuejian Ma Shutong Li ... Eun-Ah Kim M. Brenner Viren Jain Sameera Ponda Subhashini Venugopalan ELM LRM 54 0 0 14 Mar 2025
LLM as a Broken Telephone: Iterative Generation Distorts Information Amr Mohamed Mingmeng Geng Michalis Vazirgiannis Guokan Shang 75 1 0 27 Feb 2025
DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens Shaoshen Chen Yangning Li Zishan Xu Yinghui Li Xin Su Zifei Shan Hai-Tao Zheng 53 0 0 17 Feb 2025
Context-Aware Hierarchical Merging for Long Document Summarization Litu Ou Mirella Lapata MoMe 195 1 0 03 Feb 2025
RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs Jiaxing Wu Lin Ning Luyang Liu Harrison Lee Neo Wu Chao Wang Sushant Prakash S. O’Banion Bradley Green Jun Xie 71 1 0 20 Jan 2025
A review of faithfulness metrics for hallucination assessment in Large Language Models Ben Malin Tatiana Kalganova Nikoloas Boulgouris HILM 59 2 0 03 Jan 2025
CaseSumm: A Large-Scale Dataset for Long-Context Summarization from U.S. Supreme Court Opinions Mourad Heddaya Kyle MacMillan Anup Malani Hongyuan Mei Chenhao Tan AILaw ELM 29 0 0 03 Jan 2025
A Silver Bullet or a Compromise for Full Attention? A Comprehensive Study of Gist Token-based Context Compression Chenlong Deng Zhisong Zhang Kelong Mao Shuaiyi Li Xinting Huang Dong Yu Zhicheng Dou 38 1 0 23 Dec 2024
RoLargeSum: A Large Dialect-Aware Romanian News Dataset for Summary, Headline, and Keyword Generation Andrei-Marius Avram Mircea Timpuriu Andreea Iuga Vlad-Cristian Matei Iulian-Marius Taiatu Tudor Găină Dumitru-Clementin Cercel Florin-Catalin Pop Mihaela-Claudia Cercel 85 1 0 15 Dec 2024
Inducing Human-like Biases in Moral Reasoning Language Models Artem Karpov Seong Hah Cho Austin Meek Raymond Koopmanschap Lucy Farnik Bogdan-Ionut Cirstea LRM 72 0 0 23 Nov 2024
Revisiting the Robustness of Watermarking to Paraphrasing Attacks Saksham Rastogi Danish Pruthi WaLM AAML 38 1 0 08 Nov 2024
Generative Adapter: Contextualizing Language Models in Parameters with A Single Forward Pass Tong Chen Hao Fang Patrick Xia Xiaodong Liu Benjamin Van Durme Luke Zettlemoyer Jianfeng Gao Hao Cheng KELM 53 2 0 08 Nov 2024
The State and Fate of Summarization Datasets: A Survey Noam Dahan Gabriel Stanovsky HILM 49 0 0 07 Nov 2024
$k$ NN Attention Demystified: A Theoretical Exploration for Scalable Transformers Themistoklis Haris 34 0 0 06 Nov 2024
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following Gabrielle Kaili-May Liu Bowen Shi Avi Caciularu Idan Szpektor Arman Cohan 69 4 0 30 Oct 2024
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 35 1 0 22 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 35 3 0 14 Oct 2024
TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models Mu Cai Reuben Tan Jianrui Zhang Bocheng Zou Kai Zhang ... Yao Dou J. Park Jianfeng Gao Yong Jae Lee Jianwei Yang 44 12 0 14 Oct 2024
BookWorm: A Dataset for Character Description and Analysis Argyrios Papoudakis Mirella Lapata Frank Keller 23 1 0 14 Oct 2024
On The Adaptation of Unlimiformer for Decoder-Only Transformers Kian Ahrabian Alon Benhaim Barun Patra Jay Pujara Saksham Singhal Xia Song 38 0 0 02 Oct 2024
A Controlled Study on Long Context Extension and Generalization in LLMs Yi Lu Jing Nathan Yan Songlin Yang Justin T. Chiu Siyu Ren Fei Yuan Wenting Zhao Zhiyong Wu Alexander M. Rush 33 9 0 18 Sep 2024
MovieSum: An Abstractive Summarization Dataset for Movie Screenplays Rohit Saxena Frank Keller 14 3 0 12 Aug 2024
MINI-SEQUENCE TRANSFORMER: Optimizing Intermediate Memory for Long Sequences Training Cheng Luo Jiawei Zhao Zhuoming Chen Beidi Chen A. Anandkumar 26 3 0 22 Jul 2024
STORYSUMM: Evaluating Faithfulness in Story Summarization Melanie Subbiah Faisal Ladhak Akankshya Mishra Griffin Adams Lydia B. Chilton Kathleen McKeown 48 4 0 09 Jul 2024
TRACE: TRansformer-based Attribution using Contrastive Embeddings in LLMs Cheng Wang Xinyang Lu S. Ng Bryan Kian Hsiang Low 40 0 0 06 Jul 2024
EVA-Score: Evaluation of Long-form Summarization on Informativeness through Extraction and Validation Yuchen Fan Xin Zhong Chengsi Wang Gaoche Wu Bowen Zhou 34 2 0 06 Jul 2024
Is It Really Long Context if All You Need Is Retrieval? Towards Genuinely Difficult Long Context NLP Omer Goldman Alon Jacovi Aviv Slobodkin Aviya Maimon Ido Dagan Reut Tsarfaty 62 11 0 29 Jun 2024
Evaluating Copyright Takedown Methods for Language Models Boyi Wei Weijia Shi Yangsibo Huang Noah A. Smith Chiyuan Zhang Luke Zettlemoyer Kai Li Peter Henderson 49 19 0 26 Jun 2024
Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Daogao Liu Pasin Manurangsi Amer Sinha Chiyuan Zhang 24 11 0 20 Jun 2024
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks Yusen Zhang Ruoxi Sun Yanfei Chen Tomas Pfister Rui Zhang Sercan Ö. Arik RALM AI4CE LLMAG 51 28 0 04 Jun 2024
RST-LoRA: A Discourse-Aware Low-Rank Adaptation for Long Document Abstractive Summarization Dongqi Pu Vera Demberg 38 5 0 01 May 2024
Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention Tsendsuren Munkhdalai Manaal Faruqui Siddharth Gopal LRM LLMAG CLL 88 102 0 10 Apr 2024
Continuous Language Model Interpolation for Dynamic and Controllable Text Generation Sara Kangaslahti David Alvarez-Melis KELM 31 0 0 10 Apr 2024
Ada-LEval: Evaluating long-context LLMs with length-adaptable benchmarks Chonghua Wang Haodong Duan Songyang Zhang Dahua Lin Kai-xiang Chen ELM 29 17 0 09 Apr 2024
Select and Summarize: Scene Saliency for Movie Script Summarization Rohit Saxena Frank Keller 27 2 0 04 Apr 2024
Revealing Trends in Datasets from the 2022 ACL and EMNLP Conferences Jesse Atuhurra Hidetaka Kamigaito 39 0 0 31 Mar 2024
Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding Zhenyu (Allen) Zhang Runjin Chen Shiwei Liu Zhewei Yao Olatunji Ruwase Beidi Chen Xiaoxia Wu Zhangyang Wang 26 26 0 05 Mar 2024
FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction Alessandro Sciré Karim Ghonim Roberto Navigli HILM 21 6 0 04 Mar 2024
Reading Subtext: Evaluating Large Language Models on Short Story Summarization with Writers Melanie Subbiah Sean Zhang Lydia B. Chilton Kathleen McKeown 48 14 0 02 Mar 2024
Evaluating Very Long-Term Conversational Memory of LLM Agents A. Maharana Dong-Ho Lee Sergey Tulyakov Mohit Bansal Francesco Barbieri Yuwei Fang LLMAG 24 68 0 27 Feb 2024
NextLevelBERT: Masked Language Modeling with Higher-Level Representations for Long Documents Tamara Czinczoll Christoph Hones Maximilian Schall Gerard de Melo 35 2 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 33 43 0 26 Feb 2024
k-SemStamp: A Clustering-Based Semantic Watermark for Detection of Machine-Generated Text Abe Bohan Hou Jingyu Zhang Yichen Wang Daniel Khashabi Tianxing He WaLM 89 14 0 17 Feb 2024
LOCOST: State-Space Models for Long Document Abstractive Summarization Florian Le Bronnec Song Duong Mathieu Ravaut Alexandre Allauzen Nancy F. Chen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari 42 8 0 31 Jan 2024
Zebra: Extending Context Window with Layerwise Grouped Local-Global Attention Kaiqiang Song Xiaoyang Wang Sangwoo Cho Xiaoman Pan Dong Yu 29 7 0 14 Dec 2023