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Author

Fanjin Zhang

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Book Open access Aug 2026

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators

This work proposes SurveyReview, a reviewer-aligned, multi-dimensional benchmark and dataset for survey evaluation, and develops a strong baseline evaluator that substantially improves alignment with human reviewers, providing a competitive reference for future research.

Yuheng Zhang, Yuanchun Wang, Fanjin Zhang et al. · 0 citations
Book Open access Aug 2026

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators

The rapid advancement of large language models has transformed survey writing from a months-long manual effort into an automated process. As generation scales, reliable evaluation becomes the bottleneck, and LLMs are increasingly used as survey evaluators. However, existing approaches largely rely on off-the-shelf LLM-...

Yuheng Zhang, Yuanchun Wang, Fanjin Zhang et al. · 0 citations

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