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 Studio7Ambient Room Noise12Harsh Environment10Distant / Low-Volume Mic7Wideband Phone (VoLTE)13Randomized Phone Channel17Narrowband 2G + Packet Loss20

What did the model get wrong?

Ethio-ASR Multi (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
amh แ‰ แˆญ แ‹ณแˆญแАแ‹ แ‹ซแˆˆแ‹แ‰ต แ‰ดแˆŒแ‰คแˆ แ‰ฐแ‰€แˆญแŒพแ‰ฅแŠ›แˆ แ‰ฅแˆˆแˆฝแ‰ต แˆ›แˆตแˆ˜แˆตแˆˆแ‰ฅ แˆแˆแ‰‚ แАแ‰ แˆญ แˆตแˆแŠฌ แ‹œแ‹ญแ‹œแˆฎ แ‹žแŒ แŠ แŠ แŠ•แŠ แŠ•แ‹ต แŠ แŠ•แŠ แŠ•แ‹ต แˆตแ‹ตแˆตแ‰ต แˆฐแŠ“แ• แ‹œแ‹œแˆฎ แˆแˆˆแ‰ตแˆˆแ‰ต แ‹žแŒ แŠ แŠ แˆแˆตแ‰ต แАแ‹
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
5
Correct
17
Wrong
0
Missed
0
Extra
23%
Words right
Out of 22 spoken words, this model got 5 right (23%). Errors: 17 words wrong.

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