Introducing high correlation and high quality instances for few-shot entity linking

Xuhui Sui, Ying Zhang, Kehui Song, Baohang Zhou, Xiaojie Yuan

Abstract: Highlights•First prioritize the correlation of instances to the target domain.•Adversarial extraction for high correlation instances from high quality data.•Curriculum learning variant to mitigate low-correlation instances’ negative effect.•The micro accuracy on the few-shot entity linking dataset improved 19.47%.