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math benchmark

MGSM

MGSM (Multilingual Grade School Math) is a benchmark of grade-school math problems. Contains 250 grade-school math problems manually translated from the GSM8K dataset into ten typologically diverse languages: Spanish, French, German, Russian, Chinese, Japanese, Thai, Swahili, Bengali, and Telugu. Evaluates multilingual mathematical reasoning capabilities.

Updated Aug 11, 2026

Models31
Model coverage31
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

MGSM Ranking

Higher score ranks better on this benchmark.

31 rows
Columns

Show columns

1MELlama 4 MaverickMeta92.3%100.0%31CAug 11, 2026
2OPo3-miniOpenAI92.0%96.7%31CAug 11, 2026
3ANClaude 3.5 SonnetAnthropic91.6%93.3%31CAug 11, 2026
4ANClaude 3.5 SonnetAnthropic91.6%90.0%31CAug 11, 2026
5MELlama 3.3 70B InstructMeta91.1%86.7%31CAug 11, 2026
6OPo1-previewOpenAI90.8%83.3%31CAug 11, 2026
7ANClaude 3 OpusAnthropic90.7%80.0%31CAug 11, 2026
8MELlama 4 ScoutMeta90.6%76.7%31CAug 11, 2026
9OPGPT-4oOpenAI90.5%73.3%31CAug 11, 2026
10OPo1OpenAI89.3%70.0%31CAug 11, 2026
11OPGPT-4 TurboOpenAI88.5%66.7%31CAug 11, 2026
12GOGemini 1.5 ProGoogle87.5%63.3%31CAug 11, 2026
13OPGPT-4o miniOpenAI87.0%60.0%31CAug 11, 2026
14MELlama 3.2 90B InstructMeta86.9%56.7%31CAug 11, 2026
15ANClaude 3.5 HaikuAnthropic85.6%53.3%31CAug 11, 2026
16ACQwen3 235B A22BAlibaba Cloud / Qwen Team83.5%50.0%31CAug 11, 2026
17ANClaude 3 SonnetAnthropic83.5%46.7%31CAug 11, 2026
18GOGemini 1.5 FlashGoogle82.6%43.3%31CAug 11, 2026
19MIPhi 4Microsoft80.6%40.0%31CAug 11, 2026
20ANClaude 3 HaikuAnthropic75.1%36.7%31CAug 11, 2026
21OPGPT-4OpenAI74.5%33.3%31CAug 11, 2026
22MELlama 3.2 11B InstructMeta68.9%30.0%31CAug 11, 2026
23GOGemma 3n E4B InstructedGoogle67.0%26.7%31CAug 11, 2026
24MIPhi 4 MiniMicrosoft63.9%23.3%31CAug 11, 2026
25GOGemma 3n E4B Instructed LiteRT PreviewGoogle60.7%20.0%31CAug 11, 2026
26MIPhi-3.5-MoE-instructMicrosoft58.7%16.7%31CAug 11, 2026
27MELlama 3.2 3B InstructMeta58.2%13.3%31CAug 11, 2026
28OPGPT-3.5 TurboOpenAI56.3%10.0%31BAug 11, 2026
29GOGemma 3n E2B InstructedGoogle53.1%6.7%31CAug 11, 2026
30GOGemma 3n E2B Instructed LiteRT (Preview)Google53.1%3.3%31CAug 11, 2026
31MIPhi-3.5-mini-instructMicrosoft47.9%0.0%31CAug 11, 2026

MGSM Score Distribution

A closer view of the leading scores on this benchmark.

MGSM

MGSM Highlights

The leading models and scores on this benchmark.

Rank #1Llama 4 Maverick92.3%Rank #2o3-mini92.0%Rank #3Claude 3.5 Sonnet91.6%Rank #4Claude 3.5 Sonnet91.6%

What is MGSM?

What MGSM measures and how its scores work.

MGSM (Multilingual Grade School Math) is a benchmark of grade-school math problems. Contains 250 grade-school math problems manually translated from the GSM8K dataset into ten typologically diverse languages: Spanish, French, German, Russian, Chinese, Japanese, Thai, Swahili, Bengali, and Telugu. Evaluates multilingual mathematical reasoning capabilities.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
MGSM
Modality
text
Primary category
math
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
mgsm|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about MGSM.

Which model scores highest on MGSM?

Llama 4 Maverick is currently ranked first with 92.3%.

What does MGSM measure?

MGSM (Multilingual Grade School Math) is a benchmark of grade-school math problems. Contains 250 grade-school math problems manually translated from the GSM8K dataset into ten typologically diverse languages: Spanish, French, German, Russian, Chinese, Japanese, Thai, Swahili, Bengali, and Telugu. Evaluates multilingual mathematical reasoning capabilities.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

31 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.

Rankings

OverallCodingText ArenaPricing

Modalities

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

Vendors

All VendorsOpenAIAnthropicGoogle
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