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 Noise1Harsh Environment1Distant / Low-Volume Mic1Wideband Phone (VoLTE)2Randomized Phone Channel4Narrowband 2G + Packet Loss8

What did the model get wrong?

Ethio-ASR Multi (600M) 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
tir แŠฅแˆฝ แŠ แˆแŠ• แŠฅแŠ•แ‹ฐแ‰ต แŠแ‹ แˆแŒ แ‰€แˆ˜แ‹ แŠ แ‹ตแŒ แ‰แŒฅแˆญ แŠ แ‹ฐแˆจแˆฐแŠแˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
3
Wrong
0
Missed
1
Extra
62%
Words right
Out of 8 spoken words, this model got 5 right (62%). Errors: 3 words wrong; 1 extra.

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