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lemuralabs
/
lemura-arabic-asr-lite

Automatic Speech Recognition
NeMo
speech-recognition
speech-to-text
stt
transcription
speech
audio
asr
arabic
arabic-asr
arabic-speech
dialectal-arabic
msa
modern-standard-arabic
gulf-arabic
egyptian-arabic
levantine-arabic
maghrebi-arabic
multi-dialect
nemo-toolkit
nvidia
fastconformer
fastconformer-ctc
conformer
ctc
efficient
lightweight
compact
on-device
edge
cpu-inference
real-time
low-latency
low-resource
Eval Results (legacy)
Model card Files
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@@ -3,24 +3,129 @@ library_name: nemo
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  license: cc-by-4.0
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  language:
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  - ar
 
 
 
 
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  pipeline_tag: automatic-speech-recognition
 
 
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  tags:
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  - automatic-speech-recognition
 
 
 
 
 
 
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  - asr
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  - arabic
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  - arabic-asr
 
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  - dialectal-arabic
 
 
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  - gulf-arabic
 
 
 
 
 
 
 
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  - fastconformer
 
 
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  - ctc
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  - efficient
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  <div align="center">
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  <img src="logo.png" width="180"/>
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- # lemura-arabic-asr
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  ![Format](https://img.shields.io/badge/Format-NeMo-0b7285?style=flat) ![Task](https://img.shields.io/badge/Task-Speech%20Recognition-5f3dc4?style=flat) ![Type](https://img.shields.io/badge/Type-ASR-862e9c?style=flat) ![License](https://img.shields.io/badge/License-cc--by--4.0-6c757d?style=flat)
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  license: cc-by-4.0
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  language:
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  - ar
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+ - arz
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+ - apc
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+ - ary
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+ - afb
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  pipeline_tag: automatic-speech-recognition
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+ metrics:
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+ - wer
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  tags:
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  - automatic-speech-recognition
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+ - speech-recognition
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+ - speech-to-text
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+ - stt
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+ - transcription
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+ - speech
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+ - audio
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  - asr
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  - arabic
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  - arabic-asr
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+ - arabic-speech
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  - dialectal-arabic
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+ - msa
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+ - modern-standard-arabic
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  - gulf-arabic
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+ - egyptian-arabic
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+ - levantine-arabic
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+ - maghrebi-arabic
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+ - multi-dialect
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+ - nemo
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+ - nemo-toolkit
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+ - nvidia
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  - fastconformer
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+ - fastconformer-ctc
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+ - conformer
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  - ctc
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  - efficient
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+ - lightweight
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+ - compact
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+ - on-device
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+ - edge
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+ - cpu-inference
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+ - real-time
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+ - low-latency
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+ - low-resource
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+ model-index:
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+ - name: lemura-arabic-asr-lite
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+ results:
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: Open Universal Arabic ASR Leaderboard (average of 6 sets)
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+ type: open-universal-arabic-asr
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+ metrics:
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+ - type: wer
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+ value: 25.08
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+ name: Average WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: MASC (clean)
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+ type: masc-clean
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+ metrics:
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+ - type: wer
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+ value: 7.27
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+ name: WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: Common Voice 18 (Arabic)
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+ type: common-voice-18-ar
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+ metrics:
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+ - type: wer
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+ value: 9.74
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+ name: WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: MGB-2
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+ type: mgb-2
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+ metrics:
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+ - type: wer
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+ value: 14.33
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+ name: WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: MASC (noisy)
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+ type: masc-noisy
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+ metrics:
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+ - type: wer
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+ value: 23.65
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+ name: WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: SADA
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+ type: sada
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+ metrics:
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+ - type: wer
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+ value: 37.28
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+ name: WER
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+ - task:
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+ type: automatic-speech-recognition
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+ name: Automatic Speech Recognition
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+ dataset:
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+ name: Casablanca
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+ type: casablanca
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+ metrics:
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+ - type: wer
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+ value: 58.24
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+ name: WER
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  ---
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  <div align="center">
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  <img src="logo.png" width="180"/>
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+ # lemura-arabic-asr-lite
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  ![Format](https://img.shields.io/badge/Format-NeMo-0b7285?style=flat) ![Task](https://img.shields.io/badge/Task-Speech%20Recognition-5f3dc4?style=flat) ![Type](https://img.shields.io/badge/Type-ASR-862e9c?style=flat) ![License](https://img.shields.io/badge/License-cc--by--4.0-6c757d?style=flat)
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