โ† All examples

ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)6Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)7Meta MMS-1B13OmniASR-CTC (1B)4OmniASR-CTC (300M)3OmniASR-CTC (3B)3OmniASR-LLM (1B)3OmniASR-LLM (300M)1OmniASR-LLM (3B)2OpenAI Whisper-small18
Audio qualityClean Studio5Ambient Room Noise5Harsh Environment6Distant / Low-Volume Mic5Wideband Phone (VoLTE)6Randomized Phone Channel7Narrowband 2G + Packet Loss12

What did the model get wrong?

Ethio-ASR Multi (94M) Randomized Phone Channel   Example 13 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Randomized Phone Channel
Phone-call audio with random extra distortions layered on top.
โœ… What was actually said
แ‹ซแŠ›แ‹ แˆตแˆแŠญ แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แŠแ‹ 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
amh แ‹ซแŠ› แˆตแˆแŠญ แˆŒแˆ‹ แˆ˜แˆณแˆชแ‹ซ แˆ‹แ‹ญ แŠ แˆˆแ‹ แŠจแ‹šแˆ…แŠ›แ‹ แ‰แŒฅแˆญ แˆ‹แ‹ญ แˆ†แŠ– แ‹จแˆ˜แŒจแˆจแˆณแˆ แ‰ฝแˆ‰
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
7
Correct
6
Wrong
0
Missed
1
Extra
54%
Words right
Out of 13 spoken words, this model got 7 right (54%). Errors: 6 words wrong; 1 extra.

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