โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)16Ethio-ASR Multi (600M)7Ethio-ASR Multi (94M)12Meta MMS-1B16OmniASR-CTC (1B)8OmniASR-CTC (300M)14OmniASR-CTC (3B)6OmniASR-LLM (1B)11OmniASR-LLM (300M)12OmniASR-LLM (3B)13OpenAI Whisper-small16
Audio qualityClean Studio5Ambient Room Noise7Harsh Environment9Distant / Low-Volume Mic5Wideband Phone (VoLTE)7Randomized Phone Channel9Narrowband 2G + Packet Loss14

What did the model get wrong?

OmniASR-CTC (300M) Narrowband 2G + Packet Loss   Example 17 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
แ‰ แˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซแ‹ แ‹แˆตแŒฅ แˆฎแˆšแŠ•แŒ แˆฐแˆญแ‰ชแˆต แ‹จแˆšแˆ แˆšแŠ’ แˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซ แ‹ซแŒˆแŠ›แˆ‰ แŠฅแ‹› แ‹แˆตแŒฅ แŒˆแ‰ฅแ‰ฐแ‹ แŠ แŒˆแˆแŒแˆŽแ‰ฑแŠ• แˆ›แˆตแŒ€แˆ˜แˆญแˆ แˆ†แА แˆ›แ‰‹แˆจแŒฅ แ‹ญแ‰ฝแˆ‹แˆ‰
๐Ÿค– What this model heard
แ‰ แˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซ แ‹แˆตแŒฅ แ‹ˆแˆแŠฅแŠ•แŒแ‹ต แˆ…แˆญแŠแˆต แ‹จแˆšแˆ แˆšแˆšแˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซ แŒแŠ›แˆ‰ แŠฅแ‹šแ‹ซ แ‹แˆตแŒฅ แŒˆแ‰ฐแ‹ แŠ แŒˆแˆแŒแˆŽแ‰ฑ แˆ แˆ›แˆตแŒ€แˆ˜แ‹ซแˆญ แˆ†แˆ†แА แˆ›แ‰‹แˆจแ‰ต แ‹ญแ‰ฝแˆ‹แˆ‰แˆ
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
2
Correct
14
Wrong
0
Missed
0
Extra
12%
Words right
Out of 16 spoken words, this model got 2 right (12%). Errors: 14 words wrong.

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