โ† All examples

ModelEthio-ASR Amharic (600M)7Ethio-ASR Multi (300M)15Ethio-ASR Multi (600M)6Ethio-ASR Multi (94M)10Meta MMS-1B12OmniASR-CTC (1B)12OmniASR-CTC (300M)7OmniASR-CTC (3B)12OmniASR-LLM (1B)7OmniASR-LLM (300M)7OmniASR-LLM (3B)8OpenAI Whisper-small12
Audio qualityClean Studio5Ambient Room Noise3Harsh Environment4Distant / Low-Volume Mic5Wideband Phone (VoLTE)3Randomized Phone Channel7Narrowband 2G + Packet Loss10

What did the model get wrong?

Ethio-ASR Multi (94M) Narrowband 2G + Packet Loss   Example 18 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‰แŒฅแˆฌ แ‹œแˆฎ แ‹˜แŒ แŠ แŠ แˆแˆตแ‰ต แŠ แŠ•แ‹ต แŠ แŠ•แ‹ต แˆตแˆแŠ•แ‰ต แŠ แˆแˆตแ‰ต แŠ แŠ•แ‹ต แŠ แˆซแ‰ต แŠ แŠ•แ‹ต แŠแ‹
๐Ÿค– What this model heard
tir แแ‰…แŠ• แ‰ฅแˆญแ‰ แ‰€แŠ• แŠ แˆ˜ แŠ แŠ•แ‹ต แŠ  แˆ แŠ แŠ• แŠ  แŠ แˆซ แŠ แŠ•แ‹ต แŠ“
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
2
Correct
10
Wrong
0
Missed
0
Extra
17%
Words right
Out of 12 spoken words, this model got 2 right (17%). Errors: 10 words wrong.

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