โ† All examples

ModelEthio-ASR Amharic (600M)0Ethio-ASR Multi (300M)6Ethio-ASR Multi (600M)1Ethio-ASR Multi (94M)4Meta MMS-1B7OmniASR-CTC (1B)1OmniASR-CTC (300M)4OmniASR-CTC (3B)1OmniASR-LLM (1B)3OmniASR-LLM (300M)3OmniASR-LLM (3B)3OpenAI Whisper-small7
Audio qualityClean Studio4Ambient Room Noise4Harsh Environment6Distant / Low-Volume Mic4Wideband Phone (VoLTE)5Randomized Phone Channel6Narrowband 2G + Packet Loss15

What did the model get wrong?

Ethio-ASR Multi (300M) Harsh Environment   Example 10 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
แˆตแˆˆ แŒฅแ‰…แˆŽแ‰น แ‹แˆญแ‹แˆญ แˆ˜แˆจแŒƒ แ‹จแ‰ต แŠแ‹ แ‹จแˆ›แŒˆแŠ˜แ‹
๐Ÿค– What this model heard
amh แˆตแˆ‹ แ‰…แŒ แˆŽแ‰ฝ แ‹แˆญแ‹˜แˆญ แˆ˜แ‹ณแˆญแ‹ณแ‹ญแ‰ต แŠแ‹ แˆ›แŒˆแŠ˜แ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
1
Correct
6
Wrong
0
Missed
0
Extra
14%
Words right
Out of 7 spoken words, this model got 1 right (14%). Errors: 6 words wrong.

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