โ† All examples

ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)8Ethio-ASR Multi (600M)3Ethio-ASR Multi (94M)7Meta MMS-1B9OmniASR-CTC (1B)3OmniASR-CTC (300M)4OmniASR-CTC (3B)5OmniASR-LLM (1B)2OmniASR-LLM (300M)3OmniASR-LLM (3B)2OpenAI Whisper-small9
Audio qualityClean Studio3Ambient Room Noise4Harsh Environment4Distant / Low-Volume Mic3Wideband Phone (VoLTE)7Randomized Phone Channel7Narrowband 2G + Packet Loss9

What did the model get wrong?

Ethio-ASR Multi (94M) Randomized Phone Channel   Example 7 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‹จแŠขแŠ•แ‰ฐแˆญแŠ”แ‰ต แŒฅแ‰…แˆ แ‹ˆแ‹ญแˆ แ“แŠฌแŒ… แˆ˜แŒแ‹›แ‰ต แŠฅแ‰ฝแˆ‹แˆˆแˆ แ‹‹แŒ‹แ‹ แˆตแŠ•แ‰ต แŠแ‹
๐Ÿค– What this model heard
amh แ‹จแŠขแŠ•แ‰ดแŠ”แ‰ต แŒฅแ‰…แˆ แ‹ˆแ‹ญแˆ แ“แŠฌแ‰ฝ แˆ˜แŒแ‰ขแ‰ต แŠฅแ‰ฝแˆ‹แˆ‰ แ‹ž แŒ‹แ‰ฅ แˆตแŠ•แ‰ต แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
4
Correct
5
Wrong
0
Missed
2
Extra
44%
Words right
Out of 9 spoken words, this model got 4 right (44%). Errors: 5 words wrong; 2 extra.

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