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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 Studio0Ambient Room Noise0Harsh Environment0Distant / Low-Volume Mic0Wideband Phone (VoLTE)0Randomized Phone Channel0Narrowband 2G + Packet Loss10

What did the model get wrong?

OmniASR-LLM (300M) 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
ቁጥሩ ስድስት ሰባት ዘጠኝ ሶስት ሁለት ስድስት ሰባት ስድስት አራት ነው
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
11
Correct
0
Wrong
0
Missed
0
Extra
100%
Words right
Out of 11 spoken words, this model got 11 right (100%). Errors: everything correct.

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