CanMT - Chinese to Japanese: leaderboard

Metric: Translation score (1-7) on the 137 Chinese-to-Japanese CanMT sentences containing culture-specific items, GPT-5-nano judge with the reference translation scoring contextual accuracy, cultural adaptation, functional equivalence, fidelity and naturalness on 7-point Likert scales, averaged per sentence; default translation prompt; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 22 models tracked.

Top models

#ModelScore
1GPT-45.34
2Grok 4.15.17
3DeepSeek V3.25.15
4GPT-4o5.11
5DeepSeek R15.07
6Gemini 2.5 Flash Lite5.07
7Qwen 3 32B (Non-reasoning)4.86
8Llama 3.3 70B Instruct4.81
9Qwen 2.5 72B Instruct4.74
10Qwen 3 14B (Non-reasoning)4.73
11Qwen 3 8B (Non-reasoning)4.42
12Qwen 2.5 32B Instruct4.35
13Qwen 2.5 14B Instruct4.19
14Qwen 3 4B (Non-reasoning)3.89
15Qwen 2.5 7B Instruct3.65

Interactive version: theaggregate.ai/benchmark?slug=canmt-chinese-to-japanese · How It Works · Data refreshed daily, snapshot 2026-10-07.