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COCO Detection vs HELM: Holistic Evaluation of Language Models

Side-by-side comparison of COCO Detection (Benchmark) and HELM: Holistic Evaluation of Language Models (Benchmark).

80.2
Composite Score
COCO Detection
Benchmark · Lin et al. / Microsoft
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
COCO Detection wins 2 of 6 categories · HELM: Holistic Evaluation of Language Models wins 3 of 6 categories

Score Comparison

COCO DetectionvsHELM: Holistic Evaluation of Language Models
Composite
80.2:87
Adoption
95:85
Quality
90:90
Freshness
60:75
Citations
97:92
Engagement
0:80

Details

FieldCOCO DetectionHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderLin et al. / MicrosoftStanford Center for Research on Foundation Models (CRFM)
Version2017v2.0
Categorycomputer-visionai-benchmarks
Pricingopen-sourcefree
LicenseCC BY 4.0Apache 2.0
DescriptionCOCO Detection is the standard benchmark for object detection and instance segmentation, featuring 330,000 images with over 1.5 million annotated instances across 80 object categories. Mean Average Precision (mAP) at various IoU thresholds is the primary metric.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 COCO Detection

evaluationobject-detectioninstance-segmentation

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Tags

Only COCO Detection

object-detectioninstance-segmentationvisionmapcoco

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-modelsevaluationholistictruthfulnessfairnessrobustness

Use Cases

COCO Detection

  • model evaluation
  • computer vision
  • robotics

HELM: Holistic Evaluation of Language Models

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

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