More Samples or More Prompts? Exploring Effective Few-Shot In-Context Learning for LLMs with In-Context Sampling

More Samples or More Prompts? Exploring Effective Few-Shot In-Context Learning for LLMs with In-Context Sampling Bingsheng Yao author Guiming Chen author Ruishi Zou author Yuxuan Lu author Jiachen Li author Shao Zhang author Yisi Sang author Sijia Liu author James Hendler author Dakuo Wang author 2024-06 text Findings of the Association for Computational Linguistics: NAACL 2024 Kevin Duh editor Helena Gomez editor Steven Bethard editor Association for Computational Linguistics Mexico City, Mexico conference publication yao-etal-2024-samples 10.18653/v1/2024.findings-naacl.115 https://aclanthology.org/2024.findings-naacl.115/ 2024-06 1772 1790