โ† All examples

ModelEthio-ASR Amharic (600M)6Ethio-ASR Multi (300M)7Ethio-ASR Multi (600M)5Ethio-ASR Multi (94M)6Meta MMS-1B22OmniASR-CTC (1B)9OmniASR-CTC (300M)14OmniASR-CTC (3B)8OmniASR-LLM (1B)4OmniASR-LLM (300M)6OmniASR-LLM (3B)4OpenAI Whisper-small20
Audio qualityClean Studio22Ambient Room Noise22Harsh Environment22Distant / Low-Volume Mic22Wideband Phone (VoLTE)22Randomized Phone Channel22Narrowband 2G + Packet Loss22

What did the model get wrong?

Meta MMS-1B Clean Studio   Example 2 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Clean Studio
Clear, studio-quality recording. Best-case audio.
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
แˆ‹แ‰ฝแˆ˜ แ‹ซแŠ“ แ‰ แˆแˆ‹แˆ˜ แ‰ณแ‰  แ‰ต แˆ‹แ‹ญแ‰  แˆˆแˆˆแ‹ˆแА แА แˆญแ‹ฐ แ‰ต
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
10
Wrong
12
Missed
0
Extra
0%
Words right
Out of 22 spoken words, this model got 0 right (0%). Errors: 10 words wrong; 12 missed.

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