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ModelEthio-ASR Amharic (600M)8Ethio-ASR Multi (300M)17Ethio-ASR Multi (600M)10Ethio-ASR Multi (94M)12Meta MMS-1B13OmniASR-CTC (1B)2OmniASR-CTC (300M)5OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)2OmniASR-LLM (3B)2OpenAI Whisper-small13
Audio qualityClean Studio6Ambient Room Noise6Harsh Environment4Distant / Low-Volume Mic6Wideband Phone (VoLTE)6Randomized Phone Channel7Narrowband 2G + Packet Loss8

What did the model get wrong?

Ethio-ASR Amharic (600M) Narrowband 2G + Packet Loss   Example 19 of 20  ·  speaker: Male

🎧 Listen — Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression — worst-case stress test.
✅ What was actually said
ቁጥሩ ሰባት ሶስት አንድ ዜሮ አንድ ሁለት ሰባት ዘጠኝ አምስት ዜሮ አራት ነው
🤖 What this model heard
ቁጡር ባ ሶ አ አን ሁለት ሰባ ዘጠኝ አምስት ሮ አራት ነው
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
7
Wrong
1
Missed
0
Extra
38%
Words right
Out of 13 spoken words, this model got 5 right (38%). Errors: 7 words wrong; 1 missed.

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