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Wan-Ting Huang

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#machine learning Preprint Sep 2026

Structured Latent Modeling for Supervised Multimodal Information Decomposition

Multimodal prediction relies on diverse forms of evidence: information repeated across modalities, cues specific to a single source, and complex cross-modal dependencies that emerge only when inputs are considered together. While recent methods promote richer interactions, they lack a principled way to isolate these ta...

Wan-Ting Huang, Sanvesh Srivastava, Wei-Ran Wang · 0 citations
#natural language process... Preprint Sep 2026

Transcribe, Translate, and Optimize: Joint Reward Learning for Speech Translation

In LLM-based speech translation, transcription-based chain-of-thought (CoT) suffers from a mismatch between reference transcripts used in supervised fine-tuning (SFT) and model-generated transcripts at inference. To address this, we propose joint recognition and translation fine-tuning via group relative policy optimiz...

Yang-He Dong, Wan-Ting Huang, Wei-Ran Wang · 0 citations

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