โ† All examples

ModelEthio-ASR Amharic (600M)6Ethio-ASR Multi (300M)3Ethio-ASR Multi (600M)6Ethio-ASR Multi (94M)4Meta MMS-1B12OmniASR-CTC (1B)0OmniASR-CTC (300M)0OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)0OmniASR-LLM (3B)0OpenAI Whisper-small9
Audio qualityClean Studio5Ambient Room Noise6Harsh Environment6Distant / Low-Volume Mic5Wideband Phone (VoLTE)5Randomized Phone Channel5Narrowband 2G + Packet Loss8

What did the model get wrong?

Ethio-ASR Amharic (600M) Harsh Environment   Example 20 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Harsh Environment
Very heavy background noise โ€” much harder than typical audio.
โœ… What was actually said
แ‰แŒฅแˆฉ แ‹œแˆฎ แ‹˜แŒ แŠ แˆแˆˆแ‰ต แ‹œแˆฎ แŠ แˆแˆตแ‰ต แˆตแ‹ตแˆตแ‰ต แˆฐแ‰ฃแ‰ต แˆตแˆแŠ•แ‰ต แ‹˜แŒ แŠ แ‹œแˆฎ แАแ‹
๐Ÿค– What this model heard
แ‰แŒฅแˆฉ แ‹˜แŒ แŠ แˆแˆˆแ‰ต แˆƒแˆแˆณ แˆตแ‹ตแˆตแ‰ตแˆต แˆฐแ‰ฃ แˆตแˆแŠ•แ‰ต แ‹˜แŒ แŠ แˆฎ แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
6
Correct
4
Wrong
2
Missed
0
Extra
50%
Words right
Out of 12 spoken words, this model got 6 right (50%). Errors: 4 words wrong; 2 missed.

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