โ† All examples

ModelEthio-ASR Amharic (600M)0Ethio-ASR Multi (300M)2Ethio-ASR Multi (600M)1Ethio-ASR Multi (94M)3Meta MMS-1B8OmniASR-CTC (1B)1OmniASR-CTC (300M)4OmniASR-CTC (3B)1OmniASR-LLM (1B)3OmniASR-LLM (300M)5OmniASR-LLM (3B)5OpenAI Whisper-small13
Audio qualityClean Studio1Ambient Room Noise5Harsh Environment5Distant / Low-Volume Mic1Wideband Phone (VoLTE)2Randomized Phone Channel1Narrowband 2G + Packet Loss8

What did the model get wrong?

OmniASR-LLM (3B) Ambient Room Noise   Example 15 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Ambient Room Noise
Realistic everyday background noise โ€” like a normal room or cafรฉ.
โœ… What was actually said
แŠฅแˆฝ แŠ แˆแŠ• แŠฅแŠ•แ‹ฐแ‰ต แŠแ‹ แ‹จแˆแŒ แ‰€แˆ˜แ‹ แŠ แ‹ตแˆต แ‰แŒฅแˆญ แŠ แˆแ‹ฐแˆจแˆฐแŠแˆ
๐Ÿค– What this model heard
แŠฅแˆฝ แŠ แˆแŠ• แŠฅแŠ•แ‹ฐแ‰ต แŠแ‹ แ‹จแˆแ‰ต แŒ แ‰€แˆ˜แ‹ แŠ แ‹ตแˆต แ‰แŒฅแˆญ แŠ แˆ แ‹ฐแˆจแˆฐแŠ แˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
6
Correct
2
Wrong
0
Missed
3
Extra
75%
Words right
Out of 8 spoken words, this model got 6 right (75%). Errors: 2 words wrong; 3 extra.

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