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ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)15Ethio-ASR Multi (600M)7Ethio-ASR Multi (94M)7Meta MMS-1B8OmniASR-CTC (1B)8OmniASR-CTC (300M)7OmniASR-CTC (3B)7OmniASR-LLM (1B)1OmniASR-LLM (300M)4OmniASR-LLM (3B)7OpenAI Whisper-small13
Audio qualityClean Studio0Ambient Room Noise2Harsh Environment2Distant / Low-Volume Mic0Wideband Phone (VoLTE)2Randomized Phone Channel3Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-LLM (3B) Narrowband 2G + Packet Loss   Example 11 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
แŠฅแˆฝ แ‰ แŒฃแˆ แŠจแแ‰ฐแŠ›แ‹ แแŒฅแŠแ‰ต แŠฅแˆตแŠจ แˆตแŠ•แ‰ต แ‹ญแ‹ฐแˆญแˆณแˆ แ‹‹แŒ‹แ‹แˆต
๐Ÿค– What this model heard
แ‰ แŠฅแˆตแ‹ญ แ‰ แŒฃแˆ แŠจแแ‰ฐแŠ› แŠแŒˆแˆญ แˆตแ‰ฐแˆแแŠแ‰ต แ‰ แˆญแˆณแˆŒ แˆ‹แŒŽแˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
1
Correct
6
Wrong
1
Missed
0
Extra
12%
Words right
Out of 8 spoken words, this model got 1 right (12%). Errors: 6 words wrong; 1 missed.

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