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John Salvador

2 accepted papers

2025

Benchmarking LLMs on Semantic Overlap Summarization

EMNLP 2025

Semantic Overlap Summarization (SOS) is a multi-document summarization task focused on extracting the common information shared cross alternative narratives which is a capability that is critical for trustworthy generation in domains such as news, law, and healthcare. We benchmark popular Large Lang

2025

LLMs as Meta-Reviewers’ Assistants: A Case Study

NAACL 2025long

One of the most important yet onerous tasks in the academic peer-reviewing process is composing meta-reviews, which involves assimilating diverse opinions from multiple expert peers, formulating one’s self-judgment as a senior expert, and then summarizing all these perspectives into a concise holist…