Author

Sehyun Lee

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Preprint Sep 2026

Joint Analysis of Latent Dimensionality and Frame Rate in Continuous Audio Encoders

Continuous audio encoders compress audio along feature and time axes through latent width and frame rate, but their joint effect on downstream performance remains unclear. We train sixteen encoders spanning four widths and four frame rates, with downstream adapters and probes, using matched training protocols. Despite...

Kyudan Jung, Sehyun Lee, Song-ha Jo et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Where Does the Sound Go? Tracing Acoustic Information Loss in Audio-Conditioned LLMs

LogitLens analyses and a targeted LM head intervention support the conclusion that acoustic underuse is not explained solely by encoder-side information loss and that readout alignment can be a dominant bottleneck.

Song-ha Jo, Sehyun Lee, Soyoon Kim et al. · 0 citations