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First Online: 13 February 2025

Ethics Statement

: We acknowledge the following potential ethical concerns that may arise. First, the meta-reviews generated by LLMs may contain hallucinations, which may lead to misunderstandings of the original research paper or reviewers’ opinions. Therefore, users should be cautious when using system-generated meta-reviews for recommendation decisions. Second, the use of black-box LLMs for meta-review generation may raise concerns about the transparency of the decision process. Though our method improves explainability by prompting an LLM to provide supporting evidence for the recommendation decision, the evidence may not perfectly reflect the decision-making process. Third, the dataset used in this study mainly focuses on machine learning papers, which could introduce biases to the recommendation decisions. Hence, it is critical to consider these biases when applying our method to generate meta-reviews for research papers in other domains.

Conference Information

Conference Acronym: IJCAI

Conference Name: International Joint Conference on Artificial Intelligence

Conference City: Jeju Island

Conference Country: Korea (Republic of)

Conference Year: 2024

Conference Start Date: 2 August 2024

Conference End Date: 8 August 2024

Conference Number: 33

Conference ID: ijcai2024

Conference URL: https://ijcai24.org/