RadQA

A Question Answering Dataset to Improve Comprehension of Radiology Reports

Dataset Information
Modalities
Texts, Medical
Languages
English
Introduced
2022
Homepage

Overview

RadQA is a radiology question answering dataset with 3074 questions posed against radiology reports and annotated with their corresponding answer spans (resulting in a total of 6148 question-answer evidence pairs) by physicians. The questions are manually created using the clinical referral section of the reports that take into account the actual information needs of ordering physicians and eliminate bias from seeing the answer context (and, further, organically create unanswerable questions). The answer spans are marked within the Findings and Impressions sections of a report. The dataset aims to satisfy the complex clinical requirements by including complete (yet concise) answer phrases (which are not just entities) that can span multiple lines.

Variants: RadQA

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

No recent benchmark submissions available for this dataset.

Research Papers

No papers with results on this dataset found.