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Rui Hu

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#natural language process... Preprint Sep 2026

Dictionary-Constrained Grapheme-to-Phoneme for Unsegmented Languages from LLM-Annotated Data

A context-aware, segmentation-agnostic neural G2P framework that models the joint segmentation-and-reading hypothesis space, scoring paths of a discriminative conditional random field (CRF) over a dictionary-derived word lattice over a dictionary-derived word lattice is presented.

Rui Hu, Zhen Zhan, Xiao-Long Lin · 0 citations
Preprint Aug 2026

VISA: Agentic Self-Evolving Data Synthesis for Multimodal Instruction Following

VISA (Visual Instruction Synthesis Agent), an agentic framework that reformulates multimodal instruction synthesis as a self-evolving loop, consistently improves multimodal instruction following over strong baselines, while preserving general multimodal capability across seven public benchmarks.

Min Zeng, Guanxin Tan, L. Cen et al. · 1 citation

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