LLM Benchmarks — Scores, Methodology & Live Rankings

What each benchmark measures, how models score, and the current rankings

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Most tested benchmarks

Ranked by how many models have tracked scores — open a benchmark for its full live ranking.

MMMLU 20 models tested · latest result 02.07.2026 90.3% MMLU-ProX 19 models tested · latest result 03.10.2026 86.4% WMT24++ (en→xx) 17 models tested · latest result 04.06.2026 86.8% INCLUDE 11 models tested · latest result 01.02.2026 83.9% PolyMATH 11 models tested · latest result 01.02.2026 71.2% Global PIQA 6 models tested · latest result 01.02.2026 88.5% MAXIFE 6 models tested · latest result 01.02.2026 88% NOVA-63 6 models tested · latest result 01.02.2026 58.6% Chatbot Korean (internal) 5 models tested · latest result 21.10.2026 92.9% FLEURS 5 models tested · latest result 02.07.2026 6.72%

MMLU-ProX

Multilingual

MMLU-ProX - multilingual extended MMLU benchmark, average across en/de/fr/es/it/ja/zh/hi/pt/ko.

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WMT24++ (en→xx)

Multilingual

WMT24++ (en→xx) - machine translation benchmark, English to other languages.

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NOVA-63

Multilingual

NOVA-63 - multilingual benchmark covering 63 languages.

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Global PIQA

Multilingual

Global PIQA - physical reasoning benchmark across multiple languages and cultures.

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MAXIFE

Multilingual

MAXIFE - multilingual instruction following benchmark. Reports accuracy on English + multilingual original prompts (23 settings total).

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MMMLU

Multilingual

MMMLU - Multilingual MMLU benchmark evaluating knowledge across multiple languages.

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PolyMATH

Multilingual

PolyMATH - multilingual mathematical reasoning benchmark.

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CoVoST

Multilingual

CoVoST - Conversational Voice Translation benchmark for speech-to-text translation across multiple languages.

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FLEURS

Multilingual

FLEURS - Few-shot Learning Evaluation of Universal Representations of Speech. Lower is better (error rate).

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MGSM

Multilingual

Multilingual Grade School Math - GSM8K translated to 10 languages.

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FloRes

Multilingual

FloRes - machine translation benchmark covering 200+ languages.

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XQuAD

Multilingual

Cross-lingual Question Answering Dataset - QA in 10+ languages.

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ECLeKTic

Multilingual

ECLeKTic - multilingual knowledge translation benchmark.

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IndicGenBench

Multilingual

IndicGenBench - multilingual generation benchmark for Indic languages.

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BPoMP

Multilingual

BPoMP (Best Prompt of Multiple Problems): multi-prompt prompt-selection eval, scored as accuracy on a 0-100 scale in Cloudflare's internal Decision Index 0.2...

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Chatbot Korean (internal)

Multilingual

KRAFTON internal benchmark measuring Korean colloquial ability in chatbot conversations across diverse situations; not publicly released. Reported on the KRA...

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MMMB

Multilingual

MMMB as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Multilingual category, with-thinking column. Multilingual MMMU (MMMB); do...

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Multilingual MMBench

Multilingual

Multilingual MMBench as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Multilingual category, with-thinking column. Multilingual...

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Global-MMLU-Lite

Multilingual

Global-MMLU-Lite - multilingual MMLU subset by Cohere For AI.

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INCLUDE

Multilingual

INCLUDE - multilingual benchmark for evaluating language coverage across diverse regions.

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