โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)15Ethio-ASR Multi (600M)3Ethio-ASR Multi (94M)5Meta MMS-1B7OmniASR-CTC (1B)7OmniASR-CTC (300M)7OmniASR-CTC (3B)7OmniASR-LLM (1B)2OmniASR-LLM (300M)6OmniASR-LLM (3B)5OpenAI Whisper-small21
Audio qualityClean Studio1Ambient Room Noise2Harsh Environment1Distant / Low-Volume Mic2Wideband Phone (VoLTE)3Randomized Phone Channel1Narrowband 2G + Packet Loss3

What did the model get wrong?

Ethio-ASR Multi (600M) Narrowband 2G + Packet Loss   Example 3 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
แ‰ แˆตแˆแŠญ แ‹ฐแ‹แ‹จ แˆ›แŒแŠ˜แ‰ต แ‹จแˆแ‰ฝแˆแ‰ แ‰ต แ‹จแŒฅแˆช แˆ›แŠฅแŠจแˆ แŠ แˆˆ
๐Ÿค– What this model heard
amh แ‰ แˆตแˆแŠญ แ‹ฐแŒŠแ‹œ แˆ›แŒแŠ˜แ‰ต แ‹จแˆแ‰ฝแˆ‰แ‰ แ‰ต แ‹จแŒฅแˆช แˆ›แŠฅแŠจแˆ แŠ แˆˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
2
Wrong
0
Missed
1
Extra
71%
Words right
Out of 7 spoken words, this model got 5 right (71%). Errors: 2 words wrong; 1 extra.

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