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Ken-Li Li

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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
Preprint Aug 2026

Geospatial-Prior Guidance for 3D Semantic Scene Completion

GeoScene is a geospatially guided framework that jointly uses satellite imagery and structured OpenStreetMap cues as soft priors for 3D semantic scene completion and consistently improves both geometric and semantic completion under the geospatial-prior-assisted setting.

Meng Wang, Shougao Zhang, Wenzhe He et al. · 0 citations
Conference Open access 2026

LaCo: Layer-wise Compensation for Pruned Large Language Models

Pruning is essential for the efficient deployment of Large Language Models (LLMs); however, it causes severe performance degradation due to the structural distortion induced by sparsity. Existing recovery strategies, such as LoRA, predominantly employ global fine-tuning, often overlooking the mechanistic root of this d...

Yingen Liu, Fan Wu, Xuyan Pan et al. · 0 citations

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