Optum at MEDIQA 2021: Abstractive Summarization of Radiology Reports using simple BART Finetuning

Ravi Kondadadi, Sahil Manchanda, Jason A. Ngo, Ronan McCormack · 2021

This paper describes experiments undertaken and their results as part of the BioNLP MEDIQA 2021 challenge.We participated in Task 3: Radiology Report Summarization.Multiple runs were submitted for evaluation, from solutions leveraging transfer learning from pre-trained transformer models, which were then fine tuned on a subset of MIMIC-CXR, for abstractive report summarization.The task was evaluated using ROUGE and our best performing system obtained a ROUGE-2 score of 0.392.

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