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LibriSpeech vs HELM: Holistic Evaluation of Language Models
Side-by-side comparison of LibriSpeech (Benchmark) and HELM: Holistic Evaluation of Language Models (Benchmark).
Live Data← All Comparisons
79
Composite Score
LibriSpeech
Benchmark · Panayotov et al. / Johns Hopkins
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
LibriSpeech wins 2 of 6 categories · HELM: Holistic Evaluation of Language Models wins 4 of 6 categories
Score Comparison
LibriSpeechvsHELM: Holistic Evaluation of Language Models
Composite
79:87
Adoption
94:85
Quality
88:90
Freshness
55:75
Citations
95:92
Engagement
0:80
Details
FieldLibriSpeechHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderPanayotov et al. / Johns HopkinsStanford Center for Research on Foundation Models (CRFM)
Version2015v2.0
Categoryspeech-audioai-benchmarks
Pricingopen-sourcefree
LicenseCC BY 4.0Apache 2.0
DescriptionLibriSpeech is the standard English automatic speech recognition (ASR) benchmark derived from LibriVox audiobooks, containing 1,000 hours of read speech at 16kHz. Word Error Rate (WER) on clean and noisy test splits drives competitive progress in ASR research.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 LibriSpeech
evaluationspeech-recognitionasr-benchmarking
Shared
None
Only HELM: Holistic Evaluation of Language Models
language-understandingtext-generationreasoningknowledge-retrieval
Tags
Only LibriSpeech
asrspeech-recognitionenglishaudiobookswer
Shared
None
Only HELM: Holistic Evaluation of Language Models
language-modelsevaluationholistictruthfulnessfairnessrobustness
Use Cases
LibriSpeech
- ▸model evaluation
- ▸speech ai
- ▸asr
HELM: Holistic Evaluation of Language Models
- ▸model comparison
- ▸risk assessment
- ▸model development
- ▸responsible ai
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