Christopher Winestock
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View article: Entity Anchored ICD Coding
Entity Anchored ICD Coding Open
Medical coding is a complex task, requiring assignment of a subset of over 72,000 ICD codes to a patient's notes. Modern natural language processing approaches to these tasks have been challenged by the length of the input and size of the …
View article: Learning to Revise References for Faithful Summarization
Learning to Revise References for Faithful Summarization Open
In real-world scenarios with naturally occurring datasets, reference summaries are noisy and may contain information that cannot be inferred from the source text. On large news corpora, removing low quality samples has been shown to reduce…
View article: Learning to Revise References for Faithful Summarization
Learning to Revise References for Faithful Summarization Open
In real-world scenarios with naturally occurring datasets, reference summaries are noisy and may contain information that cannot be inferred from the source text. On large news corpora, removing low quality samples has been shown to reduce…
View article: Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics
Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics Open
Medical entity retrieval is an integral component for understanding and communicating information across various health systems. Current approaches tend to work well on specific medical domains but generalize poorly to unseen sub-specialti…
View article: Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics
Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics Open
Medical entity retrieval is an integral component for understanding and communicating information across various health systems.Current approaches tend to work well on specific medical domains but generalize poorly to unseen sub-specialtie…
View article: Direct Optimization of F-Measure for Retrieval-Based Personal Question Answering
Direct Optimization of F-Measure for Retrieval-Based Personal Question Answering Open
Recent advances in spoken language technologies and the introduction of many customer facing products, have given rise to a wide customer reliance on smart personal assistants for many of their daily tasks. In this paper, we present a syst…