โ† All examples

ModelEthio-ASR Amharic (600M)8Ethio-ASR Multi (300M)18Ethio-ASR Multi (600M)9Ethio-ASR Multi (94M)9Meta MMS-1B9OmniASR-CTC (1B)9OmniASR-CTC (300M)8OmniASR-CTC (3B)4OmniASR-LLM (1B)8OmniASR-LLM (300M)8OmniASR-LLM (3B)9OpenAI 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) Narrowband 2G + Packet Loss   Example 7 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression โ€” worst-case stress test.
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 แŒฅแ‰…แˆญ แˆ˜ แ‰ฃแŠแ‰ต แˆ˜แŒแ‰ แ‰ต แˆตแˆ‹แˆˆ แŒˆ แˆต
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
8
Wrong
1
Missed
0
Extra
0%
Words right
Out of 9 spoken words, this model got 0 right (0%). Errors: 8 words wrong; 1 missed.

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