โ† All examples

ModelEthio-ASR Amharic (600M)7Ethio-ASR Multi (300M)17Ethio-ASR Multi (600M)6Ethio-ASR Multi (94M)10Meta MMS-1B22OmniASR-CTC (1B)6OmniASR-CTC (300M)5OmniASR-CTC (3B)5OmniASR-LLM (1B)4OmniASR-LLM (300M)5OmniASR-LLM (3B)4OpenAI Whisper-small22
Audio qualityClean Studio6Ambient Room Noise6Harsh Environment6Distant / Low-Volume Mic6Wideband Phone (VoLTE)6Randomized Phone Channel5Narrowband 2G + Packet Loss6

What did the model get wrong?

OmniASR-LLM (300M) Randomized Phone Channel   Example 2 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Randomized Phone Channel
Phone-call audio with random extra distortions layered on top.
โœ… What was actually said
แ‰ฃแˆ…แˆญ แ‹ณแˆญ แАแ‹ แ‹ซแˆˆแˆแ‰ต แŠขแŠ•แ‰ฐแˆญแŠ”แ‰ต แ‰ฐแ‰‹แˆญแŒฆแ‰ฅแŠ›แˆ แ‰ฅแˆแˆฝแ‰ต แˆ›แˆตแˆ˜แ‹แŒˆแ‰ฅ แˆแˆแŒŒ แАแ‰ แˆญ แˆตแˆแŠฌ แ‹œแˆฎ แ‹˜แŒ แŠ แŠ แŠ•แ‹ต แŠ แŠ•แ‹ต แˆตแ‹ตแˆตแ‰ต แˆฐแ‰ฃแ‰ต แ‹œแˆฎ แˆแˆˆแ‰ต แ‹˜แŒ แŠ แŠ แˆแˆตแ‰ต แАแ‹
๐Ÿค– What this model heard
แ‰  แŠ แˆญแ‹ณแˆญ แАแ‹ แ‹ซแˆˆแˆแ‰ต แ‰ดแˆŒแ‰ญแˆ แ‰ฐแ‰‹แˆญแŒฆ แ‰ฅแŠ›แˆ แ‰ฅแˆแˆฝแ‰ต แˆ›แˆตแˆ˜แ‹แŒˆแ‰ฅ แˆแˆแŒŒ แАแ‰ แˆญ แˆตแˆแŠฌ แ‹œแˆฎ แ‹˜แŒ แŠ แŠ แŠ•แ‹ต แŠ แŠ•แ‹ต แˆตแ‹ตแˆตแ‰ต แˆฐแ‰ฃแ‰ต แ‹œแˆฎ แˆแˆˆแ‰ต แ‹˜แŒ แŠ แŠ แˆแˆตแ‰ต แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
18
Correct
4
Wrong
0
Missed
1
Extra
82%
Words right
Out of 22 spoken words, this model got 18 right (82%). Errors: 4 words wrong; 1 extra.

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