Author

Jia-Yi Huang

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#natural language process... Review Sep 2026

NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

NCP-ArchPreview is introduced, a latent-space language model that pushes autoregressive pretraining beyond standard next-token prediction (NTP) and learns through Next Concept Prediction (NCP) to predict discrete concepts that span multiple tokens, introducing an explicit and more challenging concept-level objective wh...

T.-A. Cao, Chi-Yu Chen, Shuang Cheng et al. · 0 citations

#natural language process... Preprint Sep 2026

$S^3$-Bench: Evaluating Speech Interaction Models as Scientific Voice Assistants

S$^3$-Bench is introduced, a systematic evaluation framework covering 10 major disciplines, consisting of a Knowledge set for speech question-answering and a Dialogue set for multi-turn progressive interactions with simulated user agents that systematically characterize the common challenges and performance tradeoffs o...

He-Yang Liu, Jia-Yi Huang, Wen Xiao et al. · 0 citations