EduResearchBench - Peer Review: leaderboard

EduResearchBench (Yue et al., 2026) peer-review module: the model reviews a supplied education paper's language quality and its structure and logical flow (two atomic tasks, Chinese only). Doubao-seed-1.6 and DeepSeek-V3.2 each write a critique and a 1-5 score, and the two scores are averaged; higher is better.

Metric: Judge score (1-5; 2 atomic tasks (language quality, logic flow), Chinese only, mean of Doubao-seed-1.6 and DeepSeek-V3.2 critique-then-score ratings). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash4.07#159
2GPT-54.03#163
3Qwen 2.5 72B Instruct3.41#1093
4LongWriter-glm4-9B2.62#2419
5Llama 3 70B Instruct2.5#1684

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=eduresearchbench-peer-review · How It Works · Data refreshed daily, snapshot 2026-11-12.