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SLAP: Stratified Loss-based Pruning for On-Policy Data-Efficient Instruction Tuning

arXiv cs.CL · 2026-05-26 Cached

Proposes SLAP, a novel data selection framework for efficient instruction tuning of large language models that evaluates batch learnability and uses stratified sampling to achieve superior performance with 20-40% less training data.

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