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cs.DB2025
RelServe: Fast LLM Inference Serving on Relational Data
Xin Zhang, Shihong Gao, Yanyan Shen +2
The use of Large Language Models (LLMs) for querying relational data has given rise to relQuery, a workload pattern that applies templated LLM calls to structured tables. As relQue…
cs.LG2025★ 5 cited
Apt-Serve: Adaptive Request Scheduling on Hybrid Cache for Scalable LLM Inference Serving
Shihong Gao, Xin Zhang, Yanyan Shen +1
Large language model (LLM) inference serving systems are essential to various LLM-based applications. As demand for LLM services continues to grow, scaling these systems to handle…