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agents benchmark

SWE-Atlas

SWE-Atlas is a software engineering benchmark focused on debugging, evaluating a model's ability to localize and fix bugs in real-world codebases.

Updated Aug 7, 2026

Published models2
Registry coverage2
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

SWE-Atlas leaderboard

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

2 rows
Columns

Show columns

1BYSeed 2.1 ProByteDance35.2%100.0%2CAug 7, 2026
2BYSeed 2.1 TurboByteDance30.6%0.0%2CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

SWE-Atlas

SWE-Atlas highlights

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

Rank #1Seed 2.1 Pro35.2%Rank #2Seed 2.1 Turbo30.6%

What is SWE-Atlas?

Definition and scoring fields from the benchmark registry.

SWE-Atlas is a software engineering benchmark focused on debugging, evaluating a model's ability to localize and fix bugs in real-world codebases.

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

Family
SWE-Atlas
Modality
text
Primary category
agents
Score direction
higher
LLMBoard eligible
No
Evaluation key
swe-atlas|llm-stats-current

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

FAQ

Common questions about SWE-Atlas.

Which model scores highest on SWE-Atlas?

Seed 2.1 Pro is currently ranked first with 35.2%.

What does SWE-Atlas measure?

SWE-Atlas is a software engineering benchmark focused on debugging, evaluating a model's ability to localize and fix bugs in real-world codebases.

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

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Vendors

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