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ModelEthio-ASR Amharic (600M)4Ethio-ASR Multi (300M)8Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)6Meta MMS-1B15OmniASR-CTC (1B)5OmniASR-CTC (300M)3OmniASR-CTC (3B)5OmniASR-LLM (1B)2OmniASR-LLM (300M)5OmniASR-LLM (3B)1OpenAI Whisper-small14
Audio qualityClean Studio9Ambient Room Noise8Harsh Environment8Distant / Low-Volume Mic9Wideband Phone (VoLTE)10Randomized Phone Channel9Narrowband 2G + Packet Loss15

What did the model get wrong?

Ethio-ASR Multi (300M) Harsh Environment   Example 4 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
እሽ ግርማ አገልግሎቱን ለማቋረጥ ስቶፕ ቢ ብለው ወደ ስድስት መቶ አስራ አምስት አጭር ቁጥር ይላኩ
🤖 What this model heard
amh እሽ ግርማ አገልግሎቱን ለማጓረት ቶክ ቢብለው ወደ ስድስትድስት መቶ አንድራ አአምስት አጭር ቁጥር ይላኩ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
8
Correct
6
Wrong
1
Missed
1
Extra
53%
Words right
Out of 15 spoken words, this model got 8 right (53%). Errors: 6 words wrong; 1 missed; 1 extra.

Try switching Audio quality — see the same model degrade as the audio gets noisier.