SeaEval - Multilingual Reasoning - C-Eval (Zero-Shot): leaderboard

SeaEval zero-shot C-Eval evaluation measuring multilingual subject knowledge and exam-style reasoning accuracy.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 24 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 72B Instruct83.25#454
2Qwen 2 72B Instruct83.13#576
3Qwen 2.5 32B Instruct82.63#498
4Qwen 2.5 14B Instruct78.39#647
5SeaLLMs-v3-7B-Chat76.59#915
6Qwen 2 7B Instruct76.15#991
7Qwen 2.5 7B Instruct74.6#862
8Llama 3.1 70B Cpt Sea Lionv3 Instruct67.62#548
9Llama 3.1 70B Instruct66.13#561
10Qwen 2.5 3B Instruct65.38#1162
11Llama 3 70B Instruct62.2#634
12Qwen 2.5 1.5B Instruct59.71#1407
13Sailor2-8B-Chat59.46#782
14gemma2-9B-cpt-sea-lionv3-instruct57.22#705
15Gemma 2 9B (IT)55.23#788

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=seaeval-multilingual-reasoning-c-eval-zero-shot · How It Works · Data refreshed daily, snapshot 2026-10-20.