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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 Studio0Ambient Room Noise0Harsh Environment6Distant / Low-Volume Mic0Wideband Phone (VoLTE)0Randomized Phone Channel0Narrowband 2G + Packet Loss19

What did the model get wrong?

OmniASR-CTC (3B) 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
ሲ ሲ ቲ ሁlት ዜr ሁለት አምስት አንድ ሁlት አንድ ሰባት ሁለት አራት ሰባት smንት ዜr sባት ዘጠኝ አራት
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
13
Correct
6
Wrong
0
Missed
0
Extra
68%
Words right
Out of 19 spoken words, this model got 13 right (68%). Errors: 6 words wrong.

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