ResearchBenchmarksAudio Classification on FSD Kaggle 18Follow81.38AccuracyF3-Tokenizer3.088823.414443.7464.0656Jun 4, 2026Evaluation ResultsMethodMethodLinksAccuracyF3-TokenizerProbing=Frozen represe...Probing=Frozen representation2026.0681.38w/o LLMProbing=Frozen represe...Probing=Frozen representation2026.0675.4w/o RQProbing=Frozen represe...Probing=Frozen representation2026.0663.5Ming-UProbing=Frozen represe...Probing=Frozen representation2026.0640.81WhisperProbing=Frozen represe...Probing=Frozen representation2026.0624.1No repr.Probing=Frozen represe...Probing=Frozen representation2026.066.1