Scientific Opinion Summarization: Paper Meta-review Generation Dataset,
Methods, and Evaluation

Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation

24 May 2023

Mankeerat Sidhu

Heng Ji

Papers citing "Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation"

11 / 11 papers shown

Title
When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research Guijin Son Jiwoo Hong Honglu Fan Heejeong Nam Hyunwoo Ko ... Jinyeop Song Jinha Choi Gonçalo Paulo Youngjae Yu Stella Biderman 2 0 0 17 May 2025
Bridging Social Psychology and LLM Reasoning: Conflict-Aware Meta-Review Generation via Cognitive Alignment Wei Chen Han Ding Meng Yuan Zhao Zhang Deqing Wang Fuzhen Zhuang 179 0 0 18 Mar 2025
DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process Minjun Zhu Yixuan Weng Linyi Yang Yue Zhang ALM LRM 68 3 0 11 Mar 2025
From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems Zekun Zhou Xiaocheng Feng L. Huang Xiachong Feng Ziyun Song ... Baoxin Wang Dayong Wu Guoping Hu Ting Liu Bing Qin AI4TS 77 1 0 03 Mar 2025
Schema-Guided Culture-Aware Complex Event Simulation with Multi-Agent Role-Play Sha Li R. Reddy Khanh Duy Nguyen Q. Wang May Fung Chi Han Jiawei Han Kartik Natarajan Clare Voss Heng Ji LLMAG 27 0 0 24 Oct 2024
GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly Reviews Maxime Darrin Ines Arous Pablo Piantanida Jackie CK Cheung 52 2 0 11 Jun 2024
What Can Natural Language Processing Do for Peer Review? Ilia Kuznetsov Osama Mohammed Afzal Koen Dercksen Nils Dycke Alexander Goldberg ... Jingyan Wang Xiaodan Zhu Anna Rogers Nihar B. Shah Iryna Gurevych 38 12 0 10 May 2024
A Sentiment Consolidation Framework for Meta-Review Generation Miao Li Jey Han Lau Eduard Hovy 22 4 0 28 Feb 2024
Enabling Language Models to Implicitly Learn Self-Improvement Ziqi Wang Le Hou Tianjian Lu Yuexin Wu Yunxuan Li Hongkun Yu Heng Ji ReLM LRM 16 5 0 02 Oct 2023
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles Kung-Hsiang Huang Philippe Laban Alexander R. Fabbri Prafulla Kumar Choubey Chenyu You Caiming Xiong Chien-Sheng Wu 16 26 0 17 Sep 2023
MReD: A Meta-Review Dataset for Structure-Controllable Text Generation Chenhui Shen Liying Cheng Ran Zhou Lidong Bing Yang You Luo Si 47 34 0 14 Oct 2021