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Jianfei Wu

2 accepted papers

2025

Demonstration Selection for In-Context Learning via Reinforcement Learning

ICML 2025poster

Diversity in demonstration selection is critical for enhancing model generalization by enabling broader coverage of structures and concepts. Constructing appropriate demonstration sets remains a key research challenge. This paper introduces the Relevance-Diversity Enhanced Selection (RDES), an innov…

Cited by 1SourcePDFScholar
2025

Enhancing Text Annotation Through Rationale-Driven Collaborative Few-Shot Prompting

ICASSP 2025accepted

The traditional data annotation process is often labor-intensive, time-consuming, and susceptible to human bias, which complicates the management of increasingly complex datasets. This study explores the potential of large language models (LLMs) as automated data annotators to improve efficiency and…

Cited by 0SourceScholar