Author

Zhi-Yi Peng

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#natural language process... Review Sep 2026

TQTS-Bench: A Multi-Syntax Benchmark for Text-to-Query over Time-Series Databases

Large language models (LLMs) have significantly advanced natural language querying over relational databases, yet their ability to query time-series databases (TSDBs) remains largely unassessed. Existing benchmarks fail to adequately capture the non-unified query syntaxes, diverse application domains, and unique time-s...

Fei Lyu, Zhi-Yi Peng, Jia-Ming Liu et al. · 0 citations

Review Open access Aug 2026

From Experimental Optimization to AI Empowerment: Advanced Strategies of Oxygen Evolution Reaction for Large-Scale PEMWE.

Proton exchange membrane water electrolysis (PEMWE) has emerged as a core technology for green hydrogen production owing to its fast dynamic response and efficient compatibility with intermittent renewable energy sources. It is now transitioning from megawatt- to gigawatt-scale applications, yet still faces many practi...

Zihe Liu, Jun-Yao Xu, Zhiyi Peng et al. · Small · 0 citations