โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)12Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)6Meta MMS-1B10OmniASR-CTC (1B)4OmniASR-CTC (300M)4OmniASR-CTC (3B)3OmniASR-LLM (1B)4OmniASR-LLM (300M)4OmniASR-LLM (3B)5OpenAI Whisper-small10
Audio qualityClean Studio2Ambient Room Noise3Harsh Environment3Distant / Low-Volume Mic2Wideband Phone (VoLTE)2Randomized Phone Channel4Narrowband 2G + Packet Loss10

What did the model get wrong?

OmniASR-CTC (300M) Randomized Phone Channel   Example 12 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Randomized Phone Channel
Phone-call audio with random extra distortions layered on top.
โœ… What was actually said
แŠ แˆแŠ• แ‹ซแˆˆแˆแ‰ต แŠ แ‹ณแˆ› แАแ‹ แ‹ˆแ‹ฐ แŒ…แ‰กแ‰ฒ แˆˆแˆตแˆซ แˆแˆ„แ‹ต แˆตแˆˆแˆ†แА แАแ‹
๐Ÿค– What this model heard
แŠ แˆแŠ• แ‹ซแˆˆแ‹แ‰ต แˆƒแŠ แ‹ณแˆ› แАแ‹ แ‹ˆแ‹ฐ แ‹ตแ‰กแ‰ฒ แˆˆแˆตแˆซ แˆแˆ„แ‹ต แˆตแˆแˆ†แА แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
6
Correct
4
Wrong
0
Missed
0
Extra
60%
Words right
Out of 10 spoken words, this model got 6 right (60%). Errors: 4 words wrong.

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