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cs.AI2024★ 1 cited
Demonstration Selection for In-Context Learning via Reinforcement Learning
Xubin Wang, Jianfei Wu, Yichen Yuan +3
Diversity in demonstration selection is critical for enhancing model generalization by enabling broader coverage of structures and concepts. Constructing appropriate demonstration…
cs.CL2024
Enhancing Text Annotation through Rationale-Driven Collaborative Few-Shot Prompting
Jianfei Wu, Xubin Wang, Weijia Jia
The traditional data annotation process is often labor-intensive, time-consuming, and susceptible to human bias, which complicates the management of increasingly complex datasets.…