โ† All examples

ModelEthio-ASR Amharic (600M)5Ethio-ASR Multi (300M)7Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)3Meta MMS-1B12OmniASR-CTC (1B)8OmniASR-CTC (300M)9OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)3OmniASR-LLM (3B)0OpenAI Whisper-small9
Audio qualityClean Studio9Ambient Room Noise0Harsh Environment0Distant / Low-Volume Mic8Wideband Phone (VoLTE)0Randomized Phone Channel1Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-CTC (1B) Distant / Low-Volume Mic   Example 20 of 20  ยท  speaker: Male

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‰แŒฅแˆฉ แ‹œแˆฎ แ‹˜แŒ แŠ แˆแˆˆแ‰ต แ‹œแˆฎ แŠ แˆแˆตแ‰ต แˆตแ‹ตแˆตแ‰ต แˆฐแ‰ฃแ‰ต แˆตแˆแŠ•แ‰ต แ‹˜แŒ แŠ แ‹œแˆฎ แŠแ‹
๐Ÿค– What this model heard
แ‰แŒฅแˆฉ แ‹˜แŒ แŠ แˆƒแ‹ซ แˆƒแˆแˆณ แˆตแ‹ตแˆตแ‰ต แˆฐแ‰ฃแ‰ตแ‰ฃแˆตแˆแŠ•แ‰ต แ‹˜แŒ แŠ“ แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
4
Correct
4
Wrong
4
Missed
0
Extra
33%
Words right
Out of 12 spoken words, this model got 4 right (33%). Errors: 4 words wrong; 4 missed.

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