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language benchmark

WMT24++

WMT24++ is a comprehensive multilingual machine translation benchmark that expands the WMT24 dataset to cover 55 languages and dialects. It includes human-written references and post-edits across four domains (literary, news, social, and speech) to evaluate machine translation systems and large language models across diverse linguistic contexts.

Updated Aug 7, 2026

Published models23
Registry coverage23
MetricScore
EvidenceB

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WMT24++ leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

23 rows
Columns

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1NVNemotron 3 Super (120B A12B)NVIDIA86.7%100.0%23CAug 7, 2026
2NVNemotron 3 Nano (30B A3B)NVIDIA86.2%95.5%23CAug 7, 2026
3ACQwen3.7 MaxAlibaba Cloud / Qwen Team85.8%90.9%23CAug 7, 2026
4ACQwen3.7-PlusAlibaba Cloud / Qwen Team84.6%86.4%23CAug 7, 2026
5ACQwen3.6 PlusAlibaba Cloud / Qwen Team84.3%81.8%23CAug 7, 2026
6NVNemotron 3 Ultra (550B A55B)NVIDIA83.7%77.3%23CAug 7, 2026
7COCommand A+Cohere81.0%72.7%23CAug 7, 2026
8ACQwen3.5-397B-A17BAlibaba Cloud / Qwen Team78.9%68.2%23CAug 7, 2026
9ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team78.3%63.6%23CAug 7, 2026
10ACQwen3.5-27BAlibaba Cloud / Qwen Team77.6%59.1%23CAug 7, 2026
11ACQwen3.5-35B-A3BAlibaba Cloud / Qwen Team76.3%54.5%23CAug 7, 2026
12ACQwen3.5-9BAlibaba Cloud / Qwen Team72.6%50.0%23CAug 7, 2026
13ACQwen3.5-4BAlibaba Cloud / Qwen Team66.6%45.5%23CAug 7, 2026
14GOGemma 3 27BGoogle53.4%40.9%23CAug 7, 2026
15GOGemma 3 12BGoogle51.6%36.4%23CAug 7, 2026
16GOGemma 3n E4B InstructedGoogle50.1%31.8%23CAug 7, 2026
17GOGemma 3n E4B Instructed LiteRT PreviewGoogle50.1%27.3%23CAug 7, 2026
18GOGemma 3 4BGoogle46.8%22.7%23CAug 7, 2026
19ACQwen3.5-2BAlibaba Cloud / Qwen Team45.8%18.2%23CAug 7, 2026
20GOGemma 3n E2B InstructedGoogle42.7%13.6%23CAug 7, 2026
21GOGemma 3n E2B Instructed LiteRT (Preview)Google42.7%9.1%23CAug 7, 2026
22GOGemma 3 1BGoogle35.9%4.5%23CAug 7, 2026
23ACQwen3.5-0.8BAlibaba Cloud / Qwen Team27.2%0.0%23CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

WMT24++

WMT24++ highlights

The top published results on this benchmark's own scale.

Rank #1Nemotron 3 Super (120B A12B)86.7%Rank #2Nemotron 3 Nano (30B A3B)86.2%Rank #3Qwen3.7 Max85.8%Rank #4Qwen3.7-Plus84.6%

What is WMT24++?

Definition and scoring fields from the benchmark registry.

WMT24++ is a comprehensive multilingual machine translation benchmark that expands the WMT24 dataset to cover 55 languages and dialects. It includes human-written references and post-edits across four domains (literary, news, social, and speech) to evaluate machine translation systems and large language models across diverse linguistic contexts.

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
WMT24++
Modality
text
Primary category
language
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
wmt24++|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

FAQ

Common questions about WMT24++.

Which model scores highest on WMT24++?

Nemotron 3 Super (120B A12B) is currently ranked first with 86.7%.

What does WMT24++ measure?

WMT24++ is a comprehensive multilingual machine translation benchmark that expands the WMT24 dataset to cover 55 languages and dialects. It includes human-written references and post-edits across four domains (literary, news, social, and speech) to evaluate machine translation systems and large language models across diverse linguistic contexts.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

23 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is marked as eligible for the current LLMBoard capability methodology.

Rankings

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Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

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