Baobao Algorithm Notes

Oct 30, 2024 · Artificial Intelligence

How to Choose High-Quality Instruction Data for LLM Fine‑Tuning: Methods Compared

This article surveys and categorizes instruction data selection techniques for large language model fine‑tuning, explaining metric‑based, trainable‑LLM, powerful‑LLM, and small‑model approaches, detailing representative papers, their pipelines, and empirical findings on data quality and diversity.