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license: apache-2.0

Circular-based Relation Probing Evaluation (CRPE)

CRPE is a benchmark designed to quantitatively evaluate the object recognition and relation comprehension ability of models. The evaluation is formulated as single-choice questions.

The benchmark consists of four splits: Existence, Subject, Predicate, and Object.

The Existence split evaluates the object recognition ability while the remaining splits are designed to evaluate the capability of relation comprehension, focusing on probing each of the elements in the subject-predicate-object triplets of the scene graph separately. Some data examples are shown below.

crpe.jpg

See our paper to learn more details!