From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
Ming Li, Yong Zhang, Zhitao Li, Jiuhai Chen, Lichang Chen, Ning Cheng, Jianzong Wang, Tianyi Zhou, Jing Xiao
Abstract
Ming Li, Yong Zhang, Zhitao Li, Jiuhai Chen, Lichang Chen, Ning Cheng, Jianzong Wang, Tianyi Zhou, Jing Xiao. Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers). 2024.
Topics & Concepts
Boosting (machine learning)Computer scienceSelection (genetic algorithm)Quality (philosophy)Data qualityArtificial intelligenceMachine learningEngineeringOperations managementMetric (unit)EpistemologyPhilosophyMachine Learning and AlgorithmsAdvancements in Photolithography TechniquesExperimental Learning in Engineering