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作者位次 #9/9NeurIPS 2026Poster

Hint Tuning: Less Data Makes Better Reasoners

Siqi Fan · Minghao Li · Xiaoqian Ma · Xiusheng Huang · Zhuo Chen · Bowen Qin · ZhangLiujie · Shuo Shang · Weihang Chen

作者位次 #7/7ACL 2026Poster· Natural Language Processing

H i SVD : Principled Low-Rank Approximation of LLM s via Hierarchical Modeling of Information Capacity and Spectral Structure

Zhuo Chen · Minghao Li · Xiaoqian Ma · Siqi Fan · Xiusheng Huang · Zhang Liujie · Weihang Chen

摘要

Singular Value Decomposition (SVD) enables hardware-agnostic LLM compression via low-rank approximation, yet optimal rank allocation remains a bottleneck. Existing methods predominantly derive layer importance from performance-oriented proxies. Yet, these metrics fail to distinguish between repre...

效率与系统对齐与偏好可解释性OpenReview 项目页

Weihang Chen

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2026 顶会论文

Hint Tuning: Less Data Makes Better Reasoners

H i SVD : Principled Low-Rank Approximation of LLM s via Hierarchical Modeling of Information Capacity and Spectral Structure

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