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InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions
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 11× · AI/ML
InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions is a scholarly article[1].
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InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions's instance of is recorded as scholarly article[2].
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APA4ort.xyz Knowledge Graph. (2026). InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions. Retrieved May 24, 2026, from https://4ort.xyz/entity/inscl-a-data-efficient-continual-learning-paradigm-for-fine-tuning-large-language-models-with-instructions
MLA“InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/inscl-a-data-efficient-continual-learning-paradigm-for-fine-tuning-large-language-models-with-instructions.
BibTeX@misc{4ortxyz_inscl-a-data-efficient-continual-learning-paradigm-for-fine-tuning-large-language-models-with-instructions_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions}}, year = {2026}, url = {https://4ort.xyz/entity/inscl-a-data-efficient-continual-learning-paradigm-for-fine-tuning-large-language-models-with-instructions}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions — https://4ort.xyz/entity/inscl-a-data-efficient-continual-learning-paradigm-for-fine-tuning-large-language-models-with-instructions (retrieved 2026-05-24)