โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)7Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)7Meta MMS-1B10OmniASR-CTC (1B)4OmniASR-CTC (300M)2OmniASR-CTC (3B)2OmniASR-LLM (1B)1OmniASR-LLM (300M)6OmniASR-LLM (3B)1OpenAI Whisper-small10
Audio qualityClean Studio7Ambient Room Noise7Harsh Environment6Distant / Low-Volume Mic7Wideband Phone (VoLTE)6Randomized Phone Channel6Narrowband 2G + Packet Loss10

What did the model get wrong?

Ethio-ASR Multi (94M) Distant / Low-Volume Mic   Example 12 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Distant / Low-Volume Mic
Very quiet audio, like the microphone was far away or turned down.
โœ… What was actually said
แŠ แˆแŠ• แ‹ซแˆˆแˆแ‰ต แŠ แ‹ณแˆ› แŠแ‹ แ‹ˆแ‹ฐ แŒ…แ‰กแ‰ฒ แˆˆแˆตแˆซ แˆแˆ„แ‹ต แˆตแˆˆแˆ†แŠ แŠแ‹
๐Ÿค– What this model heard
amh แŠ แˆแŠ แ‹ซแˆˆแ‹แ‰ต แŠ แ‹ณแˆ› แŠแ‹ แ‹ˆแ‹ฐ แŒ…แŒ‰แ‰ต แˆˆแˆตแˆซ แˆแˆ„แ‰ต แˆต แˆˆแˆ†แŠ แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
5
Wrong
0
Missed
2
Extra
50%
Words right
Out of 10 spoken words, this model got 5 right (50%). Errors: 5 words wrong; 2 extra.

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