arXiv Open Access 2023

CREDENCE: Counterfactual Explanations for Document Ranking

Joel Rorseth Parke Godfrey Lukasz Golab Mehdi Kargar Divesh Srivastava +1 lainnya

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Abstrak

Towards better explainability in the field of information retrieval, we present CREDENCE, an interactive tool capable of generating counterfactual explanations for document rankers. Embracing the unique properties of the ranking problem, we present counterfactual explanations in terms of document perturbations, query perturbations, and even other documents. Additionally, users may build and test their own perturbations, and extract insights about their query, documents, and ranker.

Topik & Kata Kunci

cs.IR

Penulis (6)

Joel Rorseth

Parke Godfrey

Lukasz Golab

Mehdi Kargar

Divesh Srivastava

Jaroslaw Szlichta

Format Sitasi

APA MLA BibTeX

Rorseth, J., Godfrey, P., Golab, L., Kargar, M., Srivastava, D., Szlichta, J. (2023). CREDENCE: Counterfactual Explanations for Document Ranking. https://arxiv.org/abs/2302.04983

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Informasi Jurnal

Tahun Terbit: 2023
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓