Author

Hung-Shin Lee

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#natural language process... Preprint Sep 2026

Correlation-Guided Encoder Selection for Multi-Encoder Large Audio-Language Models

Multi-encoder fusion extends Large Audio-Language Models (LALMs) beyond speech-centric recognition, but selecting encoders via intuition or exhaustive search often introduces redundant representations and inflates an already constrained compute budget. We propose CUES (Correlation-gUided Encoder Selection), a lightweig...

Pei-Jun Liao, Hung-Shin Lee, Wenze Ren et al. · 0 citations

#natural language process... Preprint Aug 2026

Anchoring Speech with Semantics: A Multimodal Adapter Mechanism for Automatic Speech Recognition in Low-Resource Languages

Experiments on two 30-hour datasets covering the low-resource Sinitic varieties Taiwanese Hokkien and Hakka show that SAMA-ASR improves over acoustic, prior prompt-based, and semantic-only translation-guided baselines and remains effective in practical automatic semantic-anchor settings; translator-capacity analyses sh...

Kuan-Tang Huang, Cheng-Yeh Yang, Chien-Chun Wang et al. · 0 citations