2026
Neuron-Aware Data Selection in Instruction Tuning for Large Language Models
ICLR 2026poster
Instruction Tuning (IT) has been proven to be an effective approach to unlock the powerful capabilities of large language models (LLMs). Recent studies indicate that excessive IT data can degrade LLMs performance, while carefully selecting a small subset of high-quality IT data can significantly en…