一作ICLR 2026Poster· Applications / Language, Speech and Dialog
Neuron-Aware Data Selection in Instruction Tuning for Large Language Models
Xin Chen · Junchao Wu · Shu Yang · Runzhe Zhan · Zeyu Wu · Min Yang · Shujian Huang · Lidia Chao · Derek Wong
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Xin Chen · Junchao Wu · Shu Yang · Runzhe Zhan · Zeyu Wu · Min Yang · Shujian Huang · Lidia Chao · Derek Wong
Xin Chen · Feng Jiang · Yiqian Zhang · Hardy Chen · Shuo Yan · Wenya Xie · Min Yang · Shujian Huang
Reasoning-oriented Large Language Models (LLMs) have achieved remarkable progress with Chain-of-Thought (CoT) prompting, yet they remain fundamentally limited by a blind self-thinking paradigm: performing extensive internal reasoning even when critical information is missing or ambiguous. We prop...