โ† All examples

ModelEthio-ASR Amharic (600M)8Ethio-ASR Multi (300M)14Ethio-ASR Multi (600M)9Ethio-ASR Multi (94M)9Meta MMS-1B9OmniASR-CTC (1B)9OmniASR-CTC (300M)9OmniASR-CTC (3B)7OmniASR-LLM (1B)7OmniASR-LLM (300M)8OmniASR-LLM (3B)7OpenAI Whisper-small16
Audio qualityClean Studio0Ambient Room Noise7Harsh Environment5Distant / Low-Volume Mic0Wideband Phone (VoLTE)7Randomized Phone Channel2Narrowband 2G + Packet Loss7

What did the model get wrong?

OmniASR-LLM (1B) Narrowband 2G + Packet Loss   Example 6 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Narrowband 2G + Packet Loss
Heavy background noise plus phone-call compression โ€” worst-case stress test.
โœ… What was actually said
แˆ˜แ‰ธ แŠแ‹ แ‹จแˆšแˆตแ‰ฐแŠซแŠจแˆˆแ‹ แˆตแˆซ แˆตแˆ‹แˆˆแ‰ฅแŠ แ‰ถแˆŽ แ‰ขแˆ†แŠ•แˆแŠ แŒฅแˆฉ แŠแ‹
๐Ÿค– What this model heard
แŠฅแŠ•แ‰ฝแ‹ แŠฅแŠแ‹šแˆ… แ‰ฐแŠซแŠจแˆˆแ‹ แˆตแˆซ แŠ แŠซแ‰ฃแ‰ข แ‰ฐแˆˆแ‹ แŠฅแŠ•แŒแ‹ตแˆ… แˆแˆˆแ‰ต แŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
2
Correct
7
Wrong
0
Missed
0
Extra
22%
Words right
Out of 9 spoken words, this model got 2 right (22%). Errors: 7 words wrong.

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