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ModelEthio-ASR Amharic (600M)5Ethio-ASR Multi (300M)2Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)2Meta MMS-1B11OmniASR-CTC (1B)0OmniASR-CTC (300M)0OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)0OmniASR-LLM (3B)0OpenAI Whisper-small11
Audio qualityClean Studio1Ambient Room Noise1Harsh Environment2Distant / Low-Volume Mic1Wideband Phone (VoLTE)3Randomized Phone Channel2Narrowband 2G + Packet Loss11

What did the model get wrong?

Ethio-ASR Multi (94M) Harsh Environment   Example 16 of 20  ·  speaker: Male

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
ቁጥሩ ስድስት ሰባት ዘጠኝ ሶስት ሁለት ስድስት ሰባት ስድስት አራት ነው
🤖 What this model heard
amh ቁጥሩ ስድስት ሰባት ዘጠኝ ሶስት ሁለት ስድስት ሰባት ስድስት አራት ነት
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
10
Correct
1
Wrong
0
Missed
1
Extra
91%
Words right
Out of 11 spoken words, this model got 10 right (91%). Errors: 1 word wrong; 1 extra.

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