Browsing by Author "Parikh, Dwija"
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Item Analyzing Errors of Neural Models in Named Entity Recognition(2020-09-29) Parikh, DwijaDespite stellar performance on many NLP tasks, the behavior of neural models like BERT is not properly understood. We attempt to analyze the behavior and recognize patterns in errors for the NER task. We evaluate the predictions and errors generated to gain insight into the model's behavior Our findings show that there are underlying patterns leading to unintended memorization. Future research is required to address these errors and fine-tune the model.Item Decoding Administrative Data for Process of Care in Cancer Treatment(2022-04-14) Parikh, DwijaPast decades in cancer treatment have shown a drastic decrease in mortality rates due to advancements in diagnosis and treatment. However, cancer care remains extremely complicated since multiple diagnoses are frequent, and it takes numerous tests to narrow specific tumors. This study aims to develop evidence-based tools that providers can use to make decisions about patient care.