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cs.LG2024
SMART: Automatically Scaling Down Language Models with Accuracy Guarantees for Reduced Processing Fees
Saehan Jo, Immanuel Trummer
The advancement of Large Language Models (LLMs) has significantly boosted performance in natural language processing (NLP) tasks. However, the deployment of high-performance LLMs i…
cs.LG2023★ 1 cited
JoinGym: An Efficient Query Optimization Environment for Reinforcement Learning
Kaiwen Wang, Junxiong Wang, Yueying Li +3
Join order selection (JOS) is the problem of ordering join operations to minimize total query execution cost and it is the core NP-hard combinatorial optimization problem of query…