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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 Studio3Ambient Room Noise3Harsh Environment4Distant / Low-Volume Mic3Wideband Phone (VoLTE)3Randomized Phone Channel2Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-CTC (1B) 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 መጠን እስከ ስንት ነው ሚደርሰው
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
6
Correct
3
Wrong
0
Missed
1
Extra
67%
Words right
Out of 9 spoken words, this model got 6 right (67%). Errors: 3 words wrong; 1 extra.

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