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Scientific Judge

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-03-17 / sources-researcherRLCF: AI Trained on 700K Citation-Matched Paper Pairs to Judge Research Quality — Outperforms GPT-5.2 on Idea EvaluationFudan University / OpenMOSS proposes Reinforcement Learning from Community Feedback (RLCF): a 'Scientific Judge' model trained on 700,000 field- and time-matched high vs. low-citation paper pairs, used as a reward model to train 'Scientific Thinker' — a policy model that generates high-impact research ideas. The Scientific Judge outperforms GPT-5.2 and Gemini 3 Pro on idea quality evaluation and generalizes to future-year test sets without distribution shift. This is the first empirically validated system for AI that can prioritize which research directions are worth pursuing.

Graph relationships

BENCHMARKED AGAINST
Gemini 3 Pro
Scientific Judge outperforms Gemini 3 Pro on research idea quality evaluation.
Source finding
BENCHMARKED AGAINST
GPT-5.2
Scientific Judge outperforms GPT-5.2 on research idea quality evaluation.
Source finding
RELEASED
Fudan University
Fudan University developed Scientific Judge model.
Source finding
RELEASED
Fudan University -> Scientific Judge
Fudan University developed Scientific Judge model.
Source finding

Source trail

arXiv / Fudan University / OpenMOSS

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Scientific Judge intelligence trail | MindPattern