โ† All examples

ModelEthio-ASR Amharic (600M)5Ethio-ASR Multi (300M)16Ethio-ASR Multi (600M)13Ethio-ASR Multi (94M)12Meta MMS-1B13OmniASR-CTC (1B)13OmniASR-CTC (300M)13OmniASR-CTC (3B)13OmniASR-LLM (1B)13OmniASR-LLM (300M)12OmniASR-LLM (3B)12OpenAI Whisper-small14
Audio qualityClean Studio0Ambient Room Noise0Harsh Environment0Distant / Low-Volume Mic0Wideband Phone (VoLTE)2Randomized Phone Channel1Narrowband 2G + Packet Loss5

What did the model get wrong?

Ethio-ASR Amharic (600M) Narrowband 2G + Packet Loss   Example 13 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‹ซแŠ›แ‹ แˆตแˆแŠญ แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แАแ‹ แ‹ซแˆˆแ‹ แŠจแ‹šแˆ…แŠ›แ‹ แ‰แŒฅแˆญ แˆ‹แ‹ญ แˆ†แŠ˜ แˆ˜แŒจแˆจแˆต แŠ แˆแ‰ฝแˆแˆ
๐Ÿค– What this model heard
แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แАแ‹ แ‹ซแˆˆแ‹ แŠจแ‹šแˆ…แŠ›แ‹ แ‰แŒฅแˆญ แˆ‹แ‹ญ แˆ†แŠ– แˆ˜แŒซแˆจแˆณแ‰ฝแ‹ แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
8
Correct
3
Wrong
2
Missed
0
Extra
62%
Words right
Out of 13 spoken words, this model got 8 right (62%). Errors: 3 words wrong; 2 missed.

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