โ† All examples

ModelEthio-ASR Amharic (600M)4Ethio-ASR Multi (300M)18Ethio-ASR Multi (600M)10Ethio-ASR Multi (94M)10Meta MMS-1B10OmniASR-CTC (1B)10OmniASR-CTC (300M)10OmniASR-CTC (3B)10OmniASR-LLM (1B)8OmniASR-LLM (300M)8OmniASR-LLM (3B)9OpenAI Whisper-small15
Audio qualityClean Studio2Ambient Room Noise2Harsh Environment3Distant / Low-Volume Mic3Wideband Phone (VoLTE)1Randomized Phone Channel3Narrowband 2G + Packet Loss4

What did the model get wrong?

Ethio-ASR Amharic (600M) Narrowband 2G + Packet Loss   Example 12 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression โ€” worst-case stress test.
โœ… What was actually said
แŠ แˆแŠ• แ‹ซแˆˆแˆแ‰ต แŠ แ‹ณแˆ› แŠแ‹ แ‹ˆแ‹ฐ แŒ…แ‰กแ‰ฒ แˆˆแˆตแˆซ แˆแˆ„แ‹ต แˆตแˆˆแˆ†แŠ แŠแ‹
๐Ÿค– What this model heard
แŠ แˆแŠ• แ‹ซแˆˆแ‹ แŠ แ‹ณแˆ› แŠแ‹ แ‹ˆแ‹ฐ แŒ…แ‰กแ‰ฒ แ‹จแˆตแˆซ แ‹จแˆ†แŠ แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
6
Correct
3
Wrong
1
Missed
0
Extra
60%
Words right
Out of 10 spoken words, this model got 6 right (60%). Errors: 3 words wrong; 1 missed.

Try switching Audio quality โ€” see the same model degrade as the audio gets noisier.