Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles

17 September 2023

Kung-Hsiang Huang

Philippe Laban

Alexander R. Fabbri

Prafulla Kumar Choubey

Papers citing "Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles"

22 / 22 papers shown

Title
LLMs Get Lost In Multi-Turn Conversation Philippe Laban Hiroaki Hayashi Yingbo Zhou Jennifer Neville 39 1 0 09 May 2025
Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs Mirazul Haque Petr Babkin Farima Farmahinifarahani Manuela Veloso 32 0 0 07 May 2025
WikiVideo: Article Generation from Multiple Videos Alexander Martin Reno Kriz William Walden Kate Sanders Hannah Recknor Eugene Yang Francis Ferraro Benjamin Van Durme DiffM VGen 59 1 0 01 Apr 2025
MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration David Wan Justin Chih-Yao Chen Elias Stengel-Eskin Mohit Bansal LLMAG LRM 60 1 0 19 Mar 2025
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches Adithya Pratapa Teruko Mitamura 94 1 0 10 Feb 2025
CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments Kung-Hsiang Huang Akshara Prabhakar Sidharth Dhawan Yixin Mao Huan Wang Silvio Savarese Caiming Xiong Philippe Laban C. Wu 42 7 0 04 Nov 2024
On Positional Bias of Faithfulness for Long-form Summarization David Wan Jesse Vig Mohit Bansal Shafiq R. Joty HILM 48 3 0 31 Oct 2024
Cross-Document Event-Keyed Summarization William Walden Pavlo Kuchmiichuk Alexander Martin Chihsheng Jin Angela Cao Claire Sun Curisia Allen Aaron Steven White RALM 28 0 0 18 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 65 1 0 17 Oct 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 35 0 0 26 Sep 2024
Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems Philippe Laban Alexander R. Fabbri Caiming Xiong Chien-Sheng Wu RALM 38 41 0 01 Jul 2024
A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models Haopeng Zhang Philip S. Yu Jiawei Zhang 35 14 0 17 Jun 2024
QANA: LLM-based Question Generation and Network Analysis for Zero-shot Key Point Analysis and Beyond Tomoki Fukuma Koki Noda Toshihide Ubukata Kousuke Hoso Yoshiharu Ichikawa Kyosuke Kambe Yu Masubuchi F. Toriumi 27 0 0 29 Apr 2024
VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models Haoyi Qiu Wenbo Hu Zi-Yi Dou Nanyun Peng 44 7 0 22 Apr 2024
Which questions should I answer? Salience Prediction of Inquisitive Questions Yating Wu Ritika Mangla A. Dimakis Greg Durrett Junyi Jessy Li 35 2 0 16 Apr 2024
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models Kung-Hsiang Huang Hou Pong Chan Yi Ren Fung Haoyi Qiu Mingyang Zhou Shafiq R. Joty Shih-Fu Chang Heng Ji AI4TS 64 14 0 18 Mar 2024
Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate Kyungha Kim Sangyun Lee Kung-Hsiang Huang Hou Pong Chan Manling Li Heng Ji LRM 49 38 0 12 Feb 2024
One Pass Streaming Algorithm for Super Long Token Attention Approximation in Sublinear Space Raghav Addanki Chenyang Li Zhao-quan Song Chiwun Yang 42 3 0 24 Nov 2023
Benchmarking Generation and Evaluation Capabilities of Large Language Models for Instruction Controllable Summarization Yixin Liu Alexander R. Fabbri Jiawen Chen Yilun Zhao Simeng Han Shafiq R. Joty Pengfei Liu Dragomir R. Radev Chien-Sheng Wu Arman Cohan ELM 44 57 0 15 Nov 2023
Are You Sure? Challenging LLMs Leads to Performance Drops in The FlipFlop Experiment Philippe Laban Lidiya Murakhovs'ka Caiming Xiong Chien-Sheng Wu LRM 26 19 0 14 Nov 2023
Fair Abstractive Summarization of Diverse Perspectives Yusen Zhang Nan Zhang Yixin Liu Alexander R. Fabbri Junru Liu ... Caiming Xiong Jieyu Zhao Dragomir R. Radev Kathleen McKeown Rui Zhang 28 8 0 14 Nov 2023
Verbosity Bias in Preference Labeling by Large Language Models Keita Saito Akifumi Wachi Koki Wataoka Youhei Akimoto ALM 8 28 0 16 Oct 2023