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Comparison of Kugel 3, abr-ai/niagara-84m-batch.en
2 modelsKugelAudioKugel 3Remove ×abr-aiabr-ai/niagara-84m-batch.enRemove ×
What’s different0.084B parameters · 1 language · Encoder: State-space model · Decoder: CTC
DateJun 6, 2026ReleasedOct 17, 2026Discovered
Listed rateSee provider quotesSee provider quotes
Provider endpoints0 endpoints →0 endpoints →
AA Native Voice ↗Unversioned · provider native voices929.47 ↗Provider native voices · all categories · US + UK accents · 8 listed voicesIndependent result95% CI 916.47–942.47 · n=4,292Not reported
AMI-Cleaned WER ↗English short-form; normalization unversionedNot reported12.01% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
Earnings22-Cleaned-AA-chunked WER ↗English short-form; normalization unversionedNot reported10.83% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
Gigaspeech-Cleaned WER ↗English short-form; normalization unversionedNot reported10.41% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
LS Clean WER ↗English short-form; normalization unversionedNot reported3.09% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
LS Other WER ↗English short-form; normalization unversionedNot reported7.6% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
SPGISpeech WER ↗English short-form; normalization unversionedNot reported2.61% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
URGENT2024 WER ↗English short-form; normalization unversionedNot reported20.16% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
Voice Arena Monsoon WER ↗English short-form; normalization unversionedNot reported8.82% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
Voxpopuli-AA-Cleaned WER ↗English short-form; normalization unversionedNot reported4.33% WER ↗abr-ai/niagara-84m-batch.enLeaderboard entry
Context window——
Max output——
Parameters—0.084B
Audio inputNot reportedSupported
TranscriptionNot reportedSupported

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