โ† All examples

ModelEthio-ASR Amharic (600M)2Ethio-ASR Multi (300M)16Ethio-ASR Multi (600M)8Ethio-ASR Multi (94M)8Meta MMS-1B8OmniASR-CTC (1B)8OmniASR-CTC (300M)8OmniASR-CTC (3B)8OmniASR-LLM (1B)7OmniASR-LLM (300M)6OmniASR-LLM (3B)8OpenAI Whisper-small9
Audio qualityClean Studio2Ambient Room Noise5Harsh Environment4Distant / Low-Volume Mic5Wideband Phone (VoLTE)4Randomized Phone Channel3Narrowband 2G + Packet Loss6

What did the model get wrong?

OmniASR-LLM (300M) Narrowband 2G + Packet Loss   Example 15 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 แŠ แˆแŠ• แŠฅแŠ•แ‹ฐแ‰ต แŠแ‹ แ‹จแˆแŒ แ‰€แˆ˜แ‹ แŠ แ‹ตแˆต แ‰แŒฅแˆญ แŠ แˆแ‹ฐแˆจแˆฐแŠแˆ
๐Ÿค– What this model heard
แŠฅแ‹šแˆ… แŠ แˆแŠ• แˆแŒ… แˆ˜แŠ•แŒ แ‰€แˆ›แ‹ แŠ แ‹ตแˆต แŒ‰แ‹ณแ‹ญ แ‰ฐแ‹ฐแŠแŠแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
2
Correct
5
Wrong
1
Missed
0
Extra
25%
Words right
Out of 8 spoken words, this model got 2 right (25%). Errors: 5 words wrong; 1 missed.

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