🎌 Ranking

Qualitative Comparison

Tokenizer Type	Reconstruction	Downstream	Low-Resource Robustness	Model Scalability	Convergence Speed	Efficiency
Acoustic	High	Low	❌	Requires large models	Slow	High
Semantic	Low	High	✅	Can work with smaller models	Fast	Low
Hybrid	Moderate	Moderate	❌	Depends on data	Moderate	Moderate