Fine-tuned LLMs trained on social science publication records outperform experts and frontier models at judging which research pitches deserve attention.
A strong research idea may be published in a lower-tier journal due to poor execution, and a modest idea may reach a top-tier journal through exceptional methods and writing
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.