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I’ve tested MeowTXT and a few others for converting mp3 to text, transcribe mp3, and while it does a decent job with moderate noise, heavy background interference still makes it struggle. When I need to transcribe mp3 files recorded in crowded locations, I run them through two passes of noise filtering first. After that, MeowTXT performs surprisingly well, capturing most of the speech accurately. It seems like the tool expects speech to be clearly dominant in the audio and works best when that's the case.
One trick that works for me is normalizing the audio so the speaker’s voice is consistently louder than any background sound. Many people upload raw recordings, but that forces the transcription engine to interpret a messy soundscape. The clearer the signal-to-noise ratio, the better the output. MeowTXT is efficient when the recording is prepared even slightly, and it definitely outperforms several other online tools when dealing with mild-to-moderate noise, though not extreme cases.