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SWE-bench Verified vs HELM: Holistic Evaluation of Language Models

Side-by-side comparison of SWE-bench Verified (Benchmark) and HELM: Holistic Evaluation of Language Models (Benchmark).

74.4
Composite Score
SWE-bench Verified
Benchmark · Princeton NLP
87
Composite Score
HELM: Holistic Evaluation of Language Models
Benchmark · Stanford Center for Research on Foundation Models (CRFM)
Overall Winner
HELM: Holistic Evaluation of Language Models
SWE-bench Verified wins 2 of 6 categories · HELM: Holistic Evaluation of Language Models wins 4 of 6 categories

Score Comparison

SWE-bench VerifiedvsHELM: Holistic Evaluation of Language Models
Composite
74.4:87
Adoption
84:85
Quality
94:90
Freshness
90:75
Citations
88:92
Engagement
0:80

Details

FieldSWE-bench VerifiedHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderPrinceton NLPStanford Center for Research on Foundation Models (CRFM)
Version1.0v2.0
Categoryai-codeai-benchmarks
Pricingopen-sourcefree
LicenseMITApache 2.0
DescriptionHuman-validated subset of SWE-bench containing 500 problems verified by software engineers for correctness, clarity, and solvability. Provides a more reliable signal than the full SWE-bench by filtering out ambiguous or under-specified issues.HELM is a living benchmark designed to provide a comprehensive and holistic evaluation of language models across a wide range of scenarios and metrics. It aims to move beyond single-number evaluations by assessing models on factors like truthfulness, calibration, fairness, robustness, and efficiency, providing a more nuanced understanding of their capabilities and limitations.

Capabilities

Only SWE-bench Verified

model-evaluationagent-evaluationsoftware-engineering-assessment

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Integrations

Only SWE-bench Verified

dockergithub

Shared

None

Only HELM: Holistic Evaluation of Language Models

None

Tags

Only SWE-bench Verified

benchmarksoftware-engineeringagentsverified

Shared

evaluation

Only HELM: Holistic Evaluation of Language Models

language-modelsholistictruthfulnessfairnessrobustness

Use Cases

SWE-bench Verified

  • agent benchmarking
  • coding evaluation
  • software engineering assessment

HELM: Holistic Evaluation of Language Models

  • model comparison
  • risk assessment
  • model development
  • responsible ai
Share this comparison
https://aaas.blog/compare/swe-bench-verified-vs-helm-holistic-evaluation-of-language-models

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