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ModelEthio-ASR Amharic (600M)2Ethio-ASR Multi (300M)5Ethio-ASR Multi (600M)4Ethio-ASR Multi (94M)6Meta MMS-1B16OmniASR-CTC (1B)5OmniASR-CTC (300M)9OmniASR-CTC (3B)8OmniASR-LLM (1B)10OmniASR-LLM (300M)12OmniASR-LLM (3B)9OpenAI Whisper-small88
Audio qualityClean Studio16Ambient Room Noise16Harsh Environment16Distant / Low-Volume Mic16Wideband Phone (VoLTE)16Randomized Phone Channel16Narrowband 2G + Packet Loss16

What did the model get wrong?

Meta MMS-1B Harsh Environment   Example 17 of 20  ยท  speaker: Male

๐ŸŽง Listen โ€” Harsh Environment
Very heavy background noise โ€” much harder than typical audio.
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†แŠ แˆ›แ‰‹แˆจแŒฅ แ‹ญแ‰ฝแˆ‹แˆ‰
๐Ÿค– What this model heard
แ‰ แˆ‹แˆ˜ แŠ  แˆ˜แˆˆแˆตแŠ แˆญแˆ˜แŠจแ‹ญ แˆˆแˆ แˆˆแ‹ แ‰ แˆ‹แˆ˜ แ‰ต แ‹ˆ แŠ  แˆ‹แ‰  แ‰ตแŠแˆ แˆ›แˆˆแˆ˜ แˆ แˆˆแ‰ณแˆ˜ แ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
0
Correct
16
Wrong
0
Missed
0
Extra
0%
Words right
Out of 16 spoken words, this model got 0 right (0%). Errors: 16 words wrong.

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