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From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
Research article (Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024) · cited 35× · AI/ML
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
Summary
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning is a scholarly article[1].
Key Facts
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning's instance of is recorded as scholarly article[2].
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APA4ort.xyz Knowledge Graph. (2026). From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning. Retrieved May 24, 2026, from https://4ort.xyz/entity/from-quantity-to-quality-boosting-llm-performance-with-self-guided-data-selection-for-instruction-tuning
MLA“From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/from-quantity-to-quality-boosting-llm-performance-with-self-guided-data-selection-for-instruction-tuning.
BibTeX@misc{4ortxyz_from-quantity-to-quality-boosting-llm-performance-with-self-guided-data-selection-for-instruction-tuning_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning}}, year = {2026}, url = {https://4ort.xyz/entity/from-quantity-to-quality-boosting-llm-performance-with-self-guided-data-selection-for-instruction-tuning}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning — https://4ort.xyz/entity/from-quantity-to-quality-boosting-llm-performance-with-self-guided-data-selection-for-instruction-tuning (retrieved 2026-05-24)
