A simple title-and-abstract model predicts citation counts better than review scores and outperforms LLM reviewers in matching human review scores, but remains below human consistency.
Blei, Andrew Y
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Automatic Evaluation Metrics for Artificially Generated Scientific Research
A simple title-and-abstract model predicts citation counts better than review scores and outperforms LLM reviewers in matching human review scores, but remains below human consistency.