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math benchmark

EMMA

EMMA (Enhanced MultiModal reAsoning) is a benchmark for organic multimodal reasoning across mathematics, physics, chemistry, and coding.

Updated Aug 7, 2026

Published models2
Registry coverage2
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

EMMA leaderboard

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

2 rows
Columns

Show columns

1BYSeed 2.1 ProByteDance79.3%100.0%2CAug 7, 2026
2BYSeed 2.1 TurboByteDance78.4%0.0%2CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

EMMA

EMMA highlights

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

Rank #1Seed 2.1 Pro79.3%Rank #2Seed 2.1 Turbo78.4%

What is EMMA?

Definition and scoring fields from the benchmark registry.

EMMA (Enhanced MultiModal reAsoning) is a benchmark for organic multimodal reasoning across mathematics, physics, chemistry, and coding.

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

Family
EMMA
Modality
multimodal
Primary category
math
Score direction
higher
LLMBoard eligible
No
Evaluation key
emma|llm-stats-current

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

FAQ

Common questions about EMMA.

Which model scores highest on EMMA?

Seed 2.1 Pro is currently ranked first with 79.3%.

What does EMMA measure?

EMMA (Enhanced MultiModal reAsoning) is a benchmark for organic multimodal reasoning across mathematics, physics, chemistry, and coding.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

2 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is preserved as source-native evidence but is not eligible for the current overall score.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

Vendors

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