โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)10Ethio-ASR Multi (600M)3Ethio-ASR Multi (94M)6Meta MMS-1B9OmniASR-CTC (1B)2OmniASR-CTC (300M)7OmniASR-CTC (3B)3OmniASR-LLM (1B)5OmniASR-LLM (300M)7OmniASR-LLM (3B)2OpenAI Whisper-small9
Audio qualityClean Studio12Ambient Room Noise19Harsh Environment9Distant / Low-Volume Mic30Wideband Phone (VoLTE)9Randomized Phone Channel9Narrowband 2G + Packet Loss16

What did the model get wrong?

OpenAI Whisper-small Harsh Environment   Example 6 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
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
but it s not a problem
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
6
Wrong
3
Missed
0
Extra
0%
Words right
Out of 9 spoken words, this model got 0 right (0%). Errors: 6 words wrong; 3 missed.

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