โ† All examples

ModelEthio-ASR Amharic (600M)1Ethio-ASR Multi (300M)4Ethio-ASR Multi (600M)2Ethio-ASR Multi (94M)4Meta MMS-1B9OmniASR-CTC (1B)4OmniASR-CTC (300M)5OmniASR-CTC (3B)4OmniASR-LLM (1B)2OmniASR-LLM (300M)3OmniASR-LLM (3B)2OpenAI Whisper-small9
Audio qualityClean Studio13Ambient Room Noise18Harsh Environment9Distant / Low-Volume Mic13Wideband Phone (VoLTE)9Randomized Phone Channel9Narrowband 2G + Packet Loss9

What did the model get wrong?

OpenAI Whisper-small Harsh Environment   Example 7 of 20  ยท  speaker: Female

๐ŸŽง Listen โ€” Harsh Environment
Very heavy background noise โ€” much harder than typical audio.
โœ… What was actually said
แ‹จแŠขแŠ•แ‰ฐแˆญแŠ”แ‰ต แŒฅแ‰…แˆ แ‹ˆแ‹ญแˆ แ“แŠฌแŒ… แˆ˜แŒแ‹›แ‰ต แŠฅแ‰ฝแˆ‹แˆˆแˆ แ‹‹แŒ‹แ‹ แˆตแŠ•แ‰ต แŠแ‹
๐Ÿค– What this model heard
yen tanyi tanyi teteh kalwayem package magzatzat uchalwayim
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
8
Wrong
1
Missed
0
Extra
0%
Words right
Out of 9 spoken words, this model got 0 right (0%). Errors: 8 words wrong; 1 missed.

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