Cover Image

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

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zeng, Qi, Sidhu, Mankeerat, Blume, Ansel, Chan, Hou Pong, Wang, Lu, Ji, Heng
Format:	Preprint
Published:	2023
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval
by: Sidhu, Mankeerat, et al.
Published: (2024)

Russian-Language Multimodal Dataset for Automatic Summarization of Scientific Papers
by: Tsanda, Alena, et al.
Published: (2024)

Enhancing Abstractive Summarization of Scientific Papers Using Structure Information
by: Bao, Tong, et al.
Published: (2025)

ManiTweet: A New Benchmark for Identifying Manipulation of News on Social Media
by: Huang, Kung-Hsiang, et al.
Published: (2023)

AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction
by: Hu, Zhe, et al.
Published: (2023)

Multimedia Generative Script Learning for Task Planning
by: Wang, Qingyun, et al.
Published: (2022)

Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate
by: Kim, Kyungha, et al.
Published: (2024)

Polarity Calibration for Opinion Summarization
by: Lei, Yuanyuan, et al.
Published: (2024)

ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis
by: Wang, Qingyun, et al.
Published: (2020)

Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions
by: Kulkarni, Adithya, et al.
Published: (2025)

Debate-to-Write: A Persona-Driven Multi-Agent Framework for Diverse Argument Generation
by: Hu, Zhe, et al.
Published: (2024)

Rationale-based Opinion Summarization
by: Li, Haoyuan, et al.
Published: (2024)

Rethinking Scientific Summarization Evaluation: Grounding Explainable Metrics on Facet-aware Benchmark
by: Chen, Xiuying, et al.
Published: (2024)

ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publications
by: Takeshita, Sotaro, et al.
Published: (2024)

Accelerating Scientific Discovery with Multi-Document Summarization of Impact-Ranked Papers
by: Koloveas, Paris, et al.
Published: (2025)

Noisy Pairing and Partial Supervision for Stylized Opinion Summarization
by: Iso, Hayate, et al.
Published: (2022)

CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization
by: Ding, Yixi, et al.
Published: (2024)

Generating Query-Focused Summarization Datasets from Query-Free Summarization Datasets
by: Chali, Yllias, et al.
Published: (2026)

FactSim: Fact-Checking for Opinion Summarization
by: Anghinoni, Leandro, et al.
Published: (2026)

Summarization of Opinionated Political Documents with Varied Perspectives
by: Deas, Nicholas, et al.
Published: (2024)

Aspect-Based Opinion Summarization with Argumentation Schemes
by: Zhou, Wendi, et al.
Published: (2025)

Hierarchical Indexing for Retrieval-Augmented Opinion Summarization
by: Hosking, Tom, et al.
Published: (2024)

EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents
by: Zhu, Mengna, et al.
Published: (2024)

SlideTailor: Personalized Presentation Slide Generation for Scientific Papers
by: Zeng, Wenzheng, et al.
Published: (2025)

SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section
by: Fernandes, Leandro Carísio, et al.
Published: (2024)

Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning
by: Huang, Kung-Hsiang, et al.
Published: (2023)

SciER: An Entity and Relation Extraction Dataset for Datasets, Methods, and Tasks in Scientific Documents
by: Zhang, Qi, et al.
Published: (2024)

Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM
by: Muddu, Sri Raghava, et al.
Published: (2024)

Do LLMs Really Know What They Don't Know? Internal States Mainly Reflect Knowledge Recall Rather Than Truthfulness
by: Cheang, Chi Seng, et al.
Published: (2025)

Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature Summarization
by: Achkar, Pierre, et al.
Published: (2025)

Grid Spatial Understanding: A Dataset for Textual Spatial Reasoning over Grids, Embodied Settings, and Coordinate Structures
by: Sidhu, Risham, et al.
Published: (2026)

APPLS: Evaluating Evaluation Metrics for Plain Language Summarization
by: Guo, Yue, et al.
Published: (2023)

Cross-lingual Cross-temporal Summarization: Dataset, Models, Evaluation
by: Zhang, Ran, et al.
Published: (2023)

SciDQA: A Deep Reading Comprehension Dataset over Scientific Papers
by: Singh, Shruti, et al.
Published: (2024)

Generalization Bias in Large Language Model Summarization of Scientific Research
by: Peters, Uwe, et al.
Published: (2025)

ISQA: Informative Factuality Feedback for Scientific Summarization
by: Li, Zekai, et al.
Published: (2024)

Decomposed Opinion Summarization with Verified Aspect-Aware Modules
by: Li, Miao, et al.
Published: (2025)

Incremental Extractive Opinion Summarization Using Cover Trees
by: Chowdhury, Somnath Basu Roy, et al.
Published: (2024)

MARG: Multi-Agent Review Generation for Scientific Papers
by: D'Arcy, Mike, et al.
Published: (2024)

MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization
by: Liu, Yinhong, et al.
Published: (2025)