AINeutralarXiv – CS AI · 5h ago6/10
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Benchmarking Language Modeling for Lossless Compression of Full-Fidelity Audio
Researchers introduce Trilobyte, a byte-level tokenization approach that enables language models to perform lossless audio compression on full-fidelity 16/24-bit audio files. While LMs outperform FLAC at 8 and 16-bit depths, compression gains diminish at higher bit depths, suggesting practical limitations for real-world audio applications.