โ† All examples

ModelEthio-ASR Amharic (600M)2Ethio-ASR Multi (300M)9Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)8Meta MMS-1B8OmniASR-CTC (1B)2OmniASR-CTC (300M)3OmniASR-CTC (3B)2OmniASR-LLM (1B)7OmniASR-LLM (300M)3OmniASR-LLM (3B)1OpenAI Whisper-small8
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) Randomized Phone Channel   Example 15 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
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‰ตแŒ แ‰€แˆ˜แ‹ แŠ แ‹ตแˆต แ‰แŒฅแˆญ แŠ แˆแ‹ฐแˆจแˆฐแŠแˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
7
Correct
1
Wrong
0
Missed
0
Extra
88%
Words right
Out of 8 spoken words, this model got 7 right (88%). Errors: 1 word wrong.

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