Fine-tuned LLMs trained on social science publication records outperform experts and frontier models at judging which research pitches deserve attention.
More than half of researchers now use AI for peer review—often against guidance
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
LLMs learn scientific taste from institutional traces across the social sciences
Fine-tuned LLMs trained on social science publication records outperform experts and frontier models at judging which research pitches deserve attention.