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Yong-Yue Zhang

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#natural language process... Preprint Sep 2026

InsightChain: Optimized Chain-of-Insight Analytics for LLM-driven Data Visualization

Large language models (LLMs) are increasingly used for automated data visualization, yet existing approaches often frame visualization generation as a single-step mapping from user query to figure or code, overlooking the iterative analytical reasoning process of expert analysts. We present InsightChain, a four-stage v...

Han-Ya Sun, Chen Zhang, Sheng Liang et al. · 0 citations
Preprint Aug 2026

AsymSpec: Context-Asymmetric Speculative Decoding for Agentic LLMs

AsymSpec, an asymmetric speculative decoding framework that breaks this symmetry: a lightweight drafter reads the full input while the large verifier operates on the compressed view, is proposed, showing that asymmetric context access yields substantial gains precisely when compression discards critical reasoning signa...

Sheng Liang, Yong-Yue Zhang, Nathanael Brian et al. · 1 citation

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