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ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)4Ethio-ASR Multi (600M)2Ethio-ASR Multi (94M)5Meta MMS-1B9OmniASR-CTC (1B)4OmniASR-CTC (300M)5OmniASR-CTC (3B)3OmniASR-LLM (1B)4OmniASR-LLM (300M)5OmniASR-LLM (3B)5OpenAI Whisper-small9
Audio qualityClean Studio1Ambient Room Noise4Harsh Environment5Distant / Low-Volume Mic1Wideband Phone (VoLTE)5Randomized Phone Channel2Narrowband 2G + Packet Loss6

What did the model get wrong?

OmniASR-CTC (300M) Harsh Environment   Example 8 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
በጣም ጥሩ ከፍተኛው የፍጥነት መጠን እስከ ስንት ነው የሚደርሰው
🤖 What this model heard
በጣም ጥሩ ከፍተኛ የ ፍጥነት መጠንእስከ ስንት ነው ሚደርሰው
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
4
Correct
5
Wrong
0
Missed
0
Extra
44%
Words right
Out of 9 spoken words, this model got 4 right (44%). Errors: 5 words wrong.

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