Consumer Health Question Model

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Question-aware transformer models for consumer health question …

(7 days ago) Web3.2.5. Testing Phase. Once the model is trained on the Cloze tasks, it can be used for testing/generating summaries. The model uses all the tokens from the original question Q and previously generated sequence until the t-1 time step to generate at a given time …

https://www.sciencedirect.com/science/article/pii/S1532046422000569

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Question-aware Transformer Models for Consumer Health …

(6 days ago) Webtion model that can account for concise, faithful, and succinct summaries. BenAbachaandDemner-Fushman[4]haveintroducedtheconsumer-health question …

https://arxiv.org/pdf/2106.00219.pdf

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[2106.00219] Question-aware Transformer Models for Consumer …

(2 days ago) WebQuestion summarization is one of the potential solutions to simplifying long and complex consumer questions before attempting to find an answer. In this paper, we study the …

https://arxiv.org/abs/2106.00219

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Consumer health information and question answering: helping …

(3 days ago) WebWe observed a significant drop in performance for both tasks between the simple questions and the real-life consumer health questions; going from F 1 scores of 98.6% and …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7025352/

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Question-aware transformer models for consumer health question

(8 days ago) WebOur proposed model achieves state-of-the-art performance in the consumer health question summarization task and outperforms the recent state-of-theart pretrained LM …

https://dl.acm.org/doi/10.1016/j.jbi.2022.104040

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Question-aware Transformer Models for Consumer Health …

(7 days ago) WebW e explore two variants of knowledge-induced LM for the task of question. summarization. In the first variant (‘ question-focus aware’ model), we adapt LM. by introducing …

https://www.researchgate.net/publication/352054137_Question-aware_Transformer_Models_for_Consumer_Health_Question_Summarization

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Question-aware Transformer Models for Consumer Health …

(1 days ago) WebQuestion summarization is one of the potential solutions to simplifying long and complex consumer questions before attempting to find an answer. In this paper, we study the …

https://pubmed.ncbi.nlm.nih.gov/35259544/

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Question-aware Transformer Models for Consumer Health …

(7 days ago) WebQuestion summarization is one of the potential solutions to simplifying long and complex consumer questions before attempting to find an answer. In this paper, we study the …

https://deepai.org/publication/question-aware-transformer-models-for-consumer-health-question-summarization

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Question-aware Transformer Models for Consumer Health …

(7 days ago) WebYadav et al. (2022) designed a consumer health question summarization approach by introducing various cloze tasks to pretrained transformer models, aiming for better …

https://www.researchgate.net/publication/359067490_Question-aware_Transformer_Models_for_Consumer_Health_Question_Summarization

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[PDF] Question-aware Transformer Models for Consumer Health …

(7 days ago) WebDOI: 10.1016/j.jbi.2022.104040 Corpus ID: 235265703; Question-aware Transformer Models for Consumer Health Question Summarization …

https://www.semanticscholar.org/paper/Question-aware-Transformer-Models-for-Consumer-Yadav-Gupta/a0f287c8a1cd20a34d104789188b914d1bc9e8bc

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A survey of consumer health question answering systems

(4 days ago) WebConsumer Health Question Answering (CHeQA) addresses this concern by providing reliable and succinct answers to consumer health questions. BM25 similarity scoring …

https://onlinelibrary.wiley.com/doi/10.1002/aaai.12140

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Question-driven summarization of answers to consumer health …

(Just Now) WebTo address this issue, we present the MEDIQA-Answer Summarization dataset, the first dataset designed for question-driven, consumer-focused summarization. It contains …

https://www.nature.com/articles/s41597-020-00667-z

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Automatically Classifying Question Types for Consumer Health …

(3 days ago) WebAbstract. We present a method for automatically classifying consumer health questions. Our thirteen question types are designed to aid in the automatic retrieval of medical …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4420005/

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MNLP at MEDIQA 2021: Fine-Tuning PEGASUS for Consumer …

(2 days ago) WebThis paper details a Consumer Health Question (CHQ) summarization model submitted to MEDIQA 2021 for shared task 1: Question Summarization. Many CHQs are composed …

https://aclanthology.org/2021.bionlp-1.37/

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Question-driven summarization of answers to consumer health …

(3 days ago) WebOne of the first places people turn to for answers to their health questions is the internet 2. A conventional search engine will return a set of web pages in response to a user’s …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7532186/

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CMU LiveMedQA at TREC 2017 LiveQA: A Consumer Health …

(6 days ago) Webmized for consumer health question. On top of the general QA system pipeline, we introduce several new features that aim to exploit domain-specific knowledge and entity …

https://arxiv.org/pdf/1711.05789.pdf

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Representation-centric approach for classification of Consumer …

(7 days ago) WebAs a finetuning-based embedding, BERT makes it possible to fine-tune its rich pre-trained model effectively for consumer health question classification. Conversely, for …

https://www.sciencedirect.com/science/article/pii/S0957417423009387

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Towards Understanding Consumer Healthcare Questions on the …

(6 days ago) WebQuestion-aware transformer models for consumer health question summarization. Journal of Biomedical Informatics 128 (2022), 104040. Google Scholar Digital Library; …

https://dl.acm.org/doi/10.1145/3543507.3583449

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A survey of consumer health question answering systems

(8 days ago) WebTo ease these burdens for users, automated consumer health question answering systems try to simulate a human professional by refining the queries and giving the most …

https://onlinelibrary.wiley.com/doi/abs/10.1002/aaai.12140

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Representation-centric approach for classification of Consumer …

(1 days ago) WebQuestion Classification is the very first and pivotal step in Question Answering (QA) systems. It maps a given question into a predefined class. Classification of Consumer …

https://www.sciencedirect.com/science/article/abs/pii/S0957417423009387

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Joint Summarization-Entailment Optimization for Consumer …

(3 days ago) WebUnderstanding the intent of medical questions asked by patients, or Consumer Health Ques-tions, is an essential skill for medical Conver-sational AI systems. We propose a …

https://aclanthology.org/2021.nlpmc-1.8.pdf

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On the Summarization of Consumer Health Questions - ACL …

(7 days ago) Webthe question-title pairs as question-summary pairs, and compared extractive and abstractive summa-rization models. Their results showed that an ab-stractive model …

https://aclanthology.org/P19-1215.pdf

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What to Know About Over-the-Counter Hearing Aid Brands

(2 days ago) WebReturn policy: 45 to 100 days if purchased from Jabra, depending on the model; 60 days if purchased from Best Buy. Customer service: Phone-based support service. Customers …

https://www.consumerreports.org/health/hearing-aids/over-the-counter-hearing-aids-brands-comparison-a3246025494/

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Semantic annotation of consumer health questions - PMC

(3 days ago) WebIn this paper, we present a two-part consumer health question corpus annotated with several semantic categories: named entities, question triggers/types, question frames, …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5802048/

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Study shows ChatGPT failed when challenging guideline for …

(7 days ago) WebWith artificial intelligence (AI) poised to become a fundamental part of clinical research and decision making, many still question the accuracy of ChatGPT, a sophisticated AI …

https://medicalxpress.com/news/2024-04-chatgpt-guideline-brain-abscesses.html

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Money latest: Turns out Sainsbury's boss was right about self …

(3 days ago) WebA poll shows a majority of Britons like self-checkouts - backing up comments by the boss of Sainsbury's. Read this and all the latest consumer and personal finance news below, …

https://news.sky.com/story/money-latest-manifestation-personal-finance-mortgages-sky-news-blog-13040934

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Quantum challenge to be solved one mile underground - Phys.org

(9 days ago) WebRadiation from space is a challenge for quantum computers as their computation time becomes limited by cosmic rays. Researchers from Chalmers University of Technology, …

https://phys.org/news/2024-04-quantum-mile-underground.html

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