Shanshan Si

MA$^3$S: Model-Agnostic Active Annotation Strategy for Crowdsourcing

In crowdsourcing scenarios, to mitigate the impact of noisy labels assigned by non-expert workers, each instance is typically annotated multiple times by different workers. However, repeated annotation can introduce instance- or label-level redundancy, thereby inflating annotation costs. Despite its…