SeaEval - FLORES Translation - Chinese-to-English (Few-Shot): leaderboard

SeaEval few-shot Chinese-to-English translation evaluation measuring BLEU quality for translation into English.

Metric: BLEU (0-100). Source: huggingface.co. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Llama 3.1 70B27.84#592
2Llama 3 8B24.16#1242
3Llama 3.1 8B23.64#1151
4Llama 3 8B Cpt Sea Lionv2 Base21.97#1182

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

Interactive version: theaggregate.ai/benchmark?slug=seaeval-flores-translation-chinese-to-english-few-shot · How It Works · Data refreshed daily, snapshot 2026-10-20.