Wanbo Zhang
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126
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NLP×1
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2026
Towards Efficient LLMs Annealing with Principled Sample Selection
The paper proposes DiReCT, a novel framework that treats data selection during LLM annealing as a constrained optimization problem based on the spectral geometry of the loss landscape, achieving state-of-the-art performance.
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cs.CLRecentMay 29, 2026
Towards Efficient LLMs Annealing with Principled Sample Selection
Yuanjian Xu, Jianing Hao, Wanbo Zhang, Zhong Li +1 more
The paper proposes DiReCT, a novel framework that treats data selection during LLM annealing as a constrained optimization problem based on the spectral geometry of the loss landscape, achieving state…
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