โ† All examples

ModelEthio-ASR Amharic (600M)2Ethio-ASR Multi (300M)4Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)4Meta MMS-1B9OmniASR-CTC (1B)5OmniASR-CTC (300M)7OmniASR-CTC (3B)0OmniASR-LLM (1B)0OmniASR-LLM (300M)0OmniASR-LLM (3B)0OpenAI Whisper-small30
Audio qualityClean Studio0Ambient Room Noise2Harsh Environment2Distant / Low-Volume Mic0Wideband Phone (VoLTE)0Randomized Phone Channel3Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-LLM (3B) Distant / Low-Volume Mic   Example 6 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
แˆ˜แ‰ธ แАแ‹ แ‹จแˆšแˆตแ‰ฐแŠซแŠจแˆˆแ‹ แˆตแˆซ แˆตแˆ‹แˆˆแ‰ฅแŠ แ‰ถแˆŽ แ‰ขแˆ†แŠ•แˆแŠ แŒฅแˆฉ แАแ‹
๐Ÿค– What this model heard
แˆ˜แ‰ธ แАแ‹ แ‹จแˆšแˆตแ‰ฐแŠซแŠจแˆˆแ‹ แˆตแˆซ แˆตแˆ‹แˆˆแ‰ฅแŠ แ‰ถแˆŽ แ‰ขแˆ†แŠ•แˆแŠ แŒฅแˆฉ แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
9
Correct
0
Wrong
0
Missed
0
Extra
100%
Words right
Out of 9 spoken words, this model got 9 right (100%). Errors: everything correct.

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