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ModelEthio-ASR Amharic (600M)0Ethio-ASR Multi (300M)6Ethio-ASR Multi (600M)3Ethio-ASR Multi (94M)5Meta MMS-1B8OmniASR-CTC (1B)2OmniASR-CTC (300M)5OmniASR-CTC (3B)0OmniASR-LLM (1B)4OmniASR-LLM (300M)2OmniASR-LLM (3B)2OpenAI Whisper-small13
Audio qualityClean Studio3Ambient Room Noise4Harsh Environment5Distant / Low-Volume Mic3Wideband Phone (VoLTE)3Randomized Phone Channel4Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-CTC (300M) Harsh Environment   Example 11 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
እሽ በጣም ከፍተኛው ፍጥነት እስከ ስንት ይደርሳል ዋጋውስ
🤖 What this model heard
እሽ በጣም ከፊተኛው ፍጥነክስከስንቲ ደርሳል ዋጋውስ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
3
Correct
3
Wrong
2
Missed
0
Extra
38%
Words right
Out of 8 spoken words, this model got 3 right (38%). Errors: 3 words wrong; 2 missed.

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