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ModelEthio-ASR Amharic (600M)11Ethio-ASR Multi (300M)14Ethio-ASR Multi (600M)9Ethio-ASR Multi (94M)6Meta MMS-1B19OmniASR-CTC (1B)0OmniASR-CTC (300M)0OmniASR-CTC (3B)6OmniASR-LLM (1B)0OmniASR-LLM (300M)1OmniASR-LLM (3B)0OpenAI Whisper-small219
Audio qualityClean Studio19Ambient Room Noise19Harsh Environment19Distant / Low-Volume Mic19Wideband Phone (VoLTE)19Randomized Phone Channel19Narrowband 2G + Packet Loss19

What did the model get wrong?

Meta MMS-1B Harsh Environment   Example 1 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
ሲ ሲ ቲ ሁለት ዜሮ ሁለት አምስት አንድ ሁለት አንድ ሰባት ሁለት አራት ሰባት ስምንት ዜሮ ሰባት ዘጠኝ አራት
🤖 What this model heard
ይይ ር ወ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
3
Wrong
16
Missed
0
Extra
0%
Words right
Out of 19 spoken words, this model got 0 right (0%). Errors: 3 words wrong; 16 missed.

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