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ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)15Ethio-ASR Multi (600M)7Ethio-ASR Multi (94M)7Meta MMS-1B8OmniASR-CTC (1B)8OmniASR-CTC (300M)7OmniASR-CTC (3B)7OmniASR-LLM (1B)1OmniASR-LLM (300M)4OmniASR-LLM (3B)7OpenAI 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) Narrowband 2G + Packet Loss   Example 11 of 20  ·  speaker: Female

🎧 Listen — Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression — worst-case stress test.
✅ What was actually said
እሽ በጣም ከፍተኛው ፍጥነት እስከ ስንት ይደርሳል ዋጋውስ
🤖 What this model heard
እሲ በጣም ከስተናፍጥነት ስከስንቲ ደርታል ዋጋው
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
1
Correct
5
Wrong
2
Missed
0
Extra
12%
Words right
Out of 8 spoken words, this model got 1 right (12%). Errors: 5 words wrong; 2 missed.

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