โ† All examples

ModelEthio-ASR Amharic (600M)3Ethio-ASR Multi (300M)6Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)7Meta MMS-1B16OmniASR-CTC (1B)7OmniASR-CTC (300M)5OmniASR-CTC (3B)3OmniASR-LLM (1B)7OmniASR-LLM (300M)12OmniASR-LLM (3B)2OpenAI Whisper-small16
Audio qualityClean Studio10Ambient Room Noise12Harsh Environment12Distant / Low-Volume Mic12Wideband Phone (VoLTE)12Randomized Phone Channel12Narrowband 2G + Packet Loss12

What did the model get wrong?

OmniASR-LLM (300M) Distant / Low-Volume Mic   Example 17 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Distant / Low-Volume Mic
Very quiet audio, like the microphone was far away or turned down.
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 แˆฎแˆšแŠ•แŒ แŠฅแˆตแˆญ แ‰ขแˆต แ‹จแˆš แˆ แˆšแŠ’ แˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซ แ‹ซแŒˆแŠ› แˆ‰ แŠฅแ‹šแ‹ซ แ‹แˆตแŒฅ แŒˆแ‰ฅแ‰ฐแ‹ แŠ แŒˆแˆแŒแˆŽแ‰ฑ แŠ• แˆ›แˆตแŒจแˆ˜แˆญ แˆ†แА แˆ›แ‰‹แˆจแŒฅ แ‹ญแ‰ฝแˆ‹แˆ‰
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
9
Correct
7
Wrong
0
Missed
5
Extra
56%
Words right
Out of 16 spoken words, this model got 9 right (56%). Errors: 7 words wrong; 5 extra.

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