Papers by Santhosh Cherian
Two-Pronged Human Evaluation of ChatGPT Self-Correction in Radiology Report Simplification (2024.findings-acl)
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| Challenge: | Radiology reports are highly technical documents aimed primarily at doctor-doctor communication. |
| Approach: | They propose a new evaluation protocol that employs radiologists and laypeople to produce high-quality simplifications. |
| Outcome: | The proposed evaluation protocol combines radiologists and laypeople to produce high-quality simplifications. |
Data Augmentation for Radiology Report Simplification (2023.findings-eacl)
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| Challenge: | Existing approaches to improve radiology reports are limited due to the high cost of manual simplification. |
| Approach: | They propose a data augmentation approach to generate simplifications of unlabeled radiology sentences using a pre-trained language model and paraphrasing of labeled radiologists sentences. |
| Outcome: | The proposed model generates simplifications of unlabeled radiology sentences and paraphrases labeled radiologists sentences. |