Search Results - "Schumacher, Elliot"

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    Learning unsupervised contextual representations for medical synonym discovery by Schumacher, Elliot, Dredze, Mark

    Published in JAMIA open (01-12-2019)
    “…An important component of processing medical texts is the identification of synonymous words or phrases. Synonyms can inform learned representations of…”
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    Journal Article
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    Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models by Nair, Varun, Schumacher, Elliot, Kannan, Anitha

    Published 10-05-2023
    “…A medical provider's summary of a patient visit serves several critical purposes, including clinical decision-making, facilitating hand-offs between providers,…”
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    Journal Article
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    CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to Guardrail Models for Virtual Assistants by Sun, Albert Yu, Nair, Varun, Schumacher, Elliot, Kannan, Anitha

    Published 27-04-2023
    “…A wave of new task-based virtual assistants has been fueled by increasingly powerful large language models (LLMs), such as GPT-4 (OpenAI, 2023). A major…”
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    Journal Article
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    DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents by Nair, Varun, Schumacher, Elliot, Tso, Geoffrey, Kannan, Anitha

    Published 29-03-2023
    “…Large language models (LLMs) have emerged as valuable tools for many natural language understanding tasks. In safety-critical applications such as healthcare,…”
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    Journal Article
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    Improving Zero-Shot Multi-Lingual Entity Linking by Schumacher, Elliot, Mayfield, James, Dredze, Mark

    Published 16-04-2021
    “…Entity linking -- the task of identifying references in free text to relevant knowledge base representations -- often focuses on single languages. We consider…”
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    Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking by Schumacher, Elliot, Mayfield, James, Dredze, Mark

    Published 19-10-2020
    “…Cross-language entity linking grounds mentions in multiple languages to a single-language knowledge base. We propose a neural ranking architecture for this…”
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    Journal Article
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    Extrinsically-Focused Evaluation of Omissions in Medical Summarization by Schumacher, Elliot, Rosenthal, Daniel, Naik, Dhruv, Nair, Varun, Price, Luladay, Tso, Geoffrey, Kannan, Anitha

    Published 14-11-2023
    “…Large language models (LLMs) have shown promise in safety-critical applications such as healthcare, yet the ability to quantify performance has lagged. An…”
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    Journal Article
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    A Readability Analysis of Campaign Speeches from the 2016 US Presidential Campaign by Schumacher, Elliot, Eskenazi, Maxine

    Published 17-03-2016
    “…Readability is defined as the reading level of the speech from grade 1 to grade 12. It results from the use of the REAP readability analysis (vocabulary -…”
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    Journal Article
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    Phenotyping of Clinical Notes with Improved Document Classification Models Using Contextualized Neural Language Models by Mulyar, Andriy, Schumacher, Elliot, Rouhizadeh, Masoud, Dredze, Mark

    Published 30-10-2019
    “…Clinical notes contain an extensive record of a patient's health status, such as smoking status or the presence of heart conditions. However, this detail is…”
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    Predicting the Relative Difficulty of Single Sentences With and Without Surrounding Context by Schumacher, Elliot, Eskenazi, Maxine, Frishkoff, Gwen, Collins-Thompson, Kevyn

    Published 27-06-2016
    “…The problem of accurately predicting relative reading difficulty across a set of sentences arises in a number of important natural language applications, such…”
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    Journal Article