NTREX Translation - COMET — leaderboard

NTREX translation benchmark comparing English, Russian, and Chinese translation models across directions, with aggregate COMET, BLEU, and chrF views.

Metric: Average COMET. Source: huggingface.co. 18 models tracked.

Top models

#ModelScore
1wmt19-en-ru0.85
2t5_translate_en_ru_zh_large_1024_v20.83
3t5_translate_en_ru_zh_large_10240.83
4madlad400-3b-mt0.83
5t5_translate_en_ru_zh_base_2000.82
6opus-mt-ru-en0.82
7opus-mt-zh-en0.81
8mbart-large-ru-zh-ru-many-to-many-mmt0.81
9opus-mt-en-ru0.81
10t5_translate_en_ru_zh_small_10240.8

Interactive version: theaggregate.ai/benchmark?slug=ntrex-translation-comet · How the rankings work · Data refreshed daily, snapshot 2026-07-22.