Why does this query need to be labeled?: Enhancing active learning through explanation-based interventions in query selection

Jaewoong Shim, Seokho Kang

Abstract: Highlights•We propose an active learning framework with explanation-based interventions.•The evaluation of each instance is decomposed into individual feature contributions.•This approach provides clear insights into the rationale behind instance evaluations.•Labelers’ knowledge and intuition are systematically integrated into the query selection process.