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ModelEthio-ASR Amharic (600M)4Ethio-ASR Multi (300M)15Ethio-ASR Multi (600M)11Ethio-ASR Multi (94M)14Meta MMS-1B15OmniASR-CTC (1B)5OmniASR-CTC (300M)9OmniASR-CTC (3B)3OmniASR-LLM (1B)4OmniASR-LLM (300M)5OmniASR-LLM (3B)12OpenAI Whisper-small14
Audio qualityClean Studio3Ambient Room Noise1Harsh Environment1Distant / Low-Volume Mic3Wideband Phone (VoLTE)0Randomized Phone Channel0Narrowband 2G + Packet Loss12

What did the model get wrong?

OmniASR-LLM (3B) Narrowband 2G + Packet Loss   Example 4 of 20  ·  speaker: Female

🎧 Listen — Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression — worst-case stress test.
✅ What was actually said
እሽ ግርማ አገልግሎቱን ለማቋረጥ ስቶፕ ቢ ብለው ወደ ስድስት መቶ አስራ አምስት አጭር ቁጥር ይላኩ
🤖 What this model heard
እሽ ገርማ አገልግሎት የለመጓረጥ ስትወቅ ፒ በለው ወደ ስድሳ ናቶ አስራ እም አትክል ኦቶሪ ላኩ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
3
Correct
12
Wrong
0
Missed
0
Extra
20%
Words right
Out of 15 spoken words, this model got 3 right (20%). Errors: 12 words wrong.

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