โ† All examples

ModelEthio-ASR Amharic (600M)5Ethio-ASR Multi (300M)3Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)5Meta MMS-1B12OmniASR-CTC (1B)3OmniASR-CTC (300M)4OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)0OmniASR-LLM (3B)0OpenAI Whisper-small12
Audio qualityClean Studio3Ambient Room Noise0Harsh Environment0Distant / Low-Volume Mic3Wideband Phone (VoLTE)0Randomized Phone Channel0Narrowband 2G + Packet Loss12

What did the model get wrong?

OmniASR-CTC (1B) Distant / Low-Volume Mic   Example 18 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
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
แ‰แŒฅแˆฌ แ‹œแ‹˜แŒ แŠ แŠ แˆแˆตแ‰ต แŠ แŠ•แ‹ต แŠ แŠ•แ‹ต แˆตแˆแŠ•แ‰ตแˆแŠ•แ‰ต แŠ แˆแˆตแ‰ต แŠ แŠ•แ‹ต แŠ แˆซแ‰ต แŠ แŠ•แ‹ต แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
9
Correct
2
Wrong
1
Missed
0
Extra
75%
Words right
Out of 12 spoken words, this model got 9 right (75%). Errors: 2 words wrong; 1 missed.

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