Benchmark Almanac

Hunyuan-MT Challenge Testset (Tencent)

Only in system cards

Models translate between Chinese and English across everyday and specialist domains. Expert raters score each translation from 0 to 4 on marked error-prone points.

In-house Tencent evaluation. The tasks are not public.

Made by
Tencent
Released
September 2025
Kind
Translation
Level
Everyday
Scored
Graded by people
Answers
Open-ended
Tasks
Kept private
Last in a system card
September 2025
Last model added
September 2025
1
Model scored in lab cards
1
System card reports it, from 1 lab

Hunyuan-MT-7B leads with 3.19

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Hunyuan-MT-7B 3.19

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Hunyuan-MT-7B 3.19 Sep 2025 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
3.19 3.19

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Sep 5, 2025 Hunyuan-MT-7B technical report 3.19 Human evaluation Avg. on a 0 to 4 scale, ZH to EN 3.258, EN to ZH 3.155 (Table 10) Capabilities

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