← All examples

ModelEthio-ASR Amharic (600M)11Ethio-ASR Multi (300M)14Ethio-ASR Multi (600M)9Ethio-ASR Multi (94M)6Meta MMS-1B19OmniASR-CTC (1B)0OmniASR-CTC (300M)0OmniASR-CTC (3B)6OmniASR-LLM (1B)0OmniASR-LLM (300M)1OmniASR-LLM (3B)0OpenAI Whisper-small219
Audio qualityClean Studio7Ambient Room Noise8Harsh Environment9Distant / Low-Volume Mic6Wideband Phone (VoLTE)8Randomized Phone Channel9Narrowband 2G + Packet Loss13

What did the model get wrong?

Ethio-ASR Multi (600M) Harsh Environment   Example 1 of 20  ·  speaker: Female

🎧 Listen — Harsh Environment
Very heavy background noise — much harder than typical audio.
✅ What was actually said
ሲ ሲ ቲ ሁለት ዜሮ ሁለት አምስት አንድ ሁለት አንድ ሰባት ሁለት አራት ሰባት ስምንት ዜሮ ሰባት ዘጠኝ አራት
🤖 What this model heard
amh ሲ ሲ ቲ ሁለትለት ዜሮ ሁለትለ አምስት አንድንድ ሁለት አንድ ሰባት ሁለት አራትራት ሰባ ስምንት ዜሮ ሰባ ዘጠኛ አራትራት
Correct
Wrong (different word)
Missed (skipped)
Extra (added)
11
Correct
8
Wrong
0
Missed
1
Extra
58%
Words right
Out of 19 spoken words, this model got 11 right (58%). Errors: 8 words wrong; 1 extra.

Try switching Audio quality — see the same model degrade as the audio gets noisier.