SHED: Shapley-Based Automated Dataset Refinement for Instruction
Fine-Tuning

SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning

23 April 2024

Zheyu Shen

Guoheng Sun

Ang Li

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Papers citing "SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning"

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Title
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning Yanjun Fu Faisal Hamman Sanghamitra Dutta ALM 79 0 0 02 Jun 2025
D3: Diversity, Difficulty, and Dependability-Aware Data Selection for Sample-Efficient LLM Instruction Tuning Jia Zhang Chen-Xi Zhang Yang Liu Yi-Xuan Jin Xiao-Wen Yang Bo Zheng Yi Liu Lan-Zhe Guo 143 3 0 14 Mar 2025
Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models Ziche Liu Rui Ke Feng Jiang Feng Jiang Haizhou Li 146 2 0 20 Jun 2024
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 185 172 0 13 Aug 2020