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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 Studio11Ambient Room Noise11Harsh Environment11Distant / Low-Volume Mic11Wideband Phone (VoLTE)11Randomized Phone Channel11Narrowband 2G + Packet Loss12

What did the model get wrong?

Meta MMS-1B 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
ታመ በ ል ት
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
4
Wrong
7
Missed
0
Extra
0%
Words right
Out of 11 spoken words, this model got 0 right (0%). Errors: 4 words wrong; 7 missed.

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