โ† All examples

ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)2Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)4Meta MMS-1B7OmniASR-CTC (1B)0OmniASR-CTC (300M)2OmniASR-CTC (3B)0OmniASR-LLM (1B)2OmniASR-LLM (300M)2OmniASR-LLM (3B)2OpenAI Whisper-small7
Audio qualityClean Studio0Ambient Room Noise0Harsh Environment0Distant / Low-Volume Mic0Wideband Phone (VoLTE)0Randomized Phone Channel9Narrowband 2G + Packet Loss8

What did the model get wrong?

OmniASR-CTC (1B) Harsh Environment   Example 14 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Harsh Environment
Very heavy background noise โ€” much harder than typical audio.
โœ… What was actually said
แŠฅแˆฝ แ‰ชแ‹ตแ‹ฎ แ‹ˆแ‹ญแˆ แˆ˜แˆ˜แˆชแ‹ซ แŠ แˆˆ แŠฅแŠ•แ‹ฐแ‰ต แŠฅแŠ•แ‹ฐแˆแŒ แ‰€แˆ
๐Ÿค– What this model heard
แŠฅแˆฝ แ‰ชแ‹ตแ‹ฎ แ‹ˆแ‹ญแˆ แˆ˜แˆ˜แˆชแ‹ซ แŠ แˆˆ แŠฅแŠ•แ‹ฐแ‰ต แŠฅแŠ•แ‹ฐแˆแŒ แ‰€แˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
7
Correct
0
Wrong
0
Missed
0
Extra
100%
Words right
Out of 7 spoken words, this model got 7 right (100%). Errors: everything correct.

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