Instance Attribution in Information Retrieval: Identifying and Selecting Influential Instances with Instance Attribution for Passage Re-Ranking

The complexity of deep neural rankers and large datasets make it increasingly more challenging to understand why a document is predicted as relevant to a given query. A growing body of work focuses on interpreting ranking models with different explainable AI methods. Instance attribution methods aim to explain individual predictions of machine...