โ† All examples

ModelEthio-ASR Amharic (600M)0Ethio-ASR Multi (300M)5Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)5Meta MMS-1B13OmniASR-CTC (1B)3OmniASR-CTC (300M)4OmniASR-CTC (3B)1OmniASR-LLM (1B)2OmniASR-LLM (300M)1OmniASR-LLM (3B)0OpenAI Whisper-small13
Audio qualityClean Studio0Ambient Room Noise2Harsh Environment2Distant / Low-Volume Mic0Wideband Phone (VoLTE)0Randomized Phone Channel2Narrowband 2G + Packet Loss12

What did the model get wrong?

OmniASR-LLM (3B) Clean Studio   Example 13 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Clean Studio
Clear, studio-quality recording. Best-case audio.
โœ… What was actually said
แ‹ซแŠ›แ‹ แˆตแˆแŠญ แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แАแ‹ แ‹ซแˆˆแ‹ แŠจแ‹šแˆ…แŠ›แ‹ แ‰แŒฅแˆญ แˆ‹แ‹ญ แˆ†แŠ˜ แˆ˜แŒจแˆจแˆต แŠ แˆแ‰ฝแˆแˆ
๐Ÿค– What this model heard
แ‹ซแŠ›แ‹ แˆตแˆแŠญ แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แАแ‹ แ‹ซแˆˆแ‹ แŠจแ‹šแˆ…แŠ›แ‹ แ‰แŒฅแˆญ แˆ‹แ‹ญ แˆ†แŠ˜ แˆ˜แŒจแˆจแˆต แŠ แˆแ‰ฝแˆแˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
13
Correct
0
Wrong
0
Missed
0
Extra
100%
Words right
Out of 13 spoken words, this model got 13 right (100%). Errors: everything correct.

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