Papers by Sean Yi
CLIP: A Dataset for Extracting Action Items for Physicians from Hospital Discharge Notes (2021.acl-long)
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James Mullenbach, Yada Pruksachatkun, Sean Adler, Jennifer Seale, Jordan Swartz, Greg McKelvey, Hui Dai, Yi Yang, David Sontag
| Challenge: | Continuity of care is crucial to ensuring positive health outcomes for patients discharged from an inpatient hospital setting. |
| Approach: | They propose to annotate clinical action items from a dataset of medical notes annotated by physicians and extract them as multi-aspect extractive summarization. |
| Outcome: | The proposed dataset is annotated by physicians and covers 718 documents representing 100K sentences. |
Can Language Models be Biomedical Knowledge Bases? (2021.emnlp-main)
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| Challenge: | Existing studies have focused on probing LMs in the general domain but little attention has been given to whether they can be used as domain knowledge bases. |
| Approach: | They propose to use 49K biomedical factual knowledge triples to probe LMs for biomedically . they find that biomedic LM can achieve up to 18.51% Acc@5 on retrieving biomedcial knowledge. |
| Outcome: | The proposed biomedical factual knowledge probing benchmark achieves 18.51% Acc@5 on biomedically-relevant knowledge retrieval. |