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ModelEthio-ASR Amharic (600M)0Ethio-ASR Multi (300M)1Ethio-ASR Multi (600M)1Ethio-ASR Multi (94M)2Meta MMS-1B7OmniASR-CTC (1B)5OmniASR-CTC (300M)3OmniASR-CTC (3B)1OmniASR-LLM (1B)1OmniASR-LLM (300M)2OmniASR-LLM (3B)1OpenAI Whisper-small19
Audio qualityClean Studio3Ambient Room Noise1Harsh Environment2Distant / Low-Volume Mic1Wideband Phone (VoLTE)2Randomized Phone Channel1Narrowband 2G + Packet Loss6

What did the model get wrong?

OmniASR-LLM (300M) Harsh Environment   Example 3 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
በስልክ ደውየ ማግኘት የምችልበት የጥሪ ማእከል አለ
🤖 What this model heard
በስልክ ደውየ የማግኘት የምችልበት የጥሪ ማእከላ አለ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
2
Wrong
0
Missed
0
Extra
71%
Words right
Out of 7 spoken words, this model got 5 right (71%). Errors: 2 words wrong.

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