BioRead: A New Dataset for Biomedical Reading Comprehension
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Information RetrievalMachine Reading ComprehensionQuestion AnsweringReading ComprehensionSimilar Papers 제목 키워드 기반
BIOMRC: A Dataset for Biomedical Machine Reading Comprehension
We introduce BIOMRC, a large-scale cloze-style biomedical MRC dataset. Care was taken to reduce noise, compared to the previous BIOREAD dataset of Pappas et al. (2018). Experiments show that simple heuristics do not perf…
Machine Reading ComprehensionReading ComprehensionBioADAPT-MRC: Adversarial Learning-based Domain Adaptation Improves Biomedical Machine Reading Comprehension Task
Biomedical machine reading comprehension (biomedical-MRC) aims to comprehend complex biomedical narratives and assist healthcare professionals in retrieving information from them. The high performance of modern neural ne…
Domain AdaptationMachine Reading ComprehensionReading ComprehensionTransfer LearningSlot Filling for Biomedical Information Extraction
Information Extraction (IE) from text refers to the task of extracting structured knowledge from unstructured text. The task typically consists of a series of sub-tasks such as Named Entity Recognition and Relation Extra…
named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)Passage Retrieval+6How to Pre-Train Your Model? Comparison of Different Pre-Training Models for Biomedical Question Answering
Using deep learning models on small scale datasets would result in overfitting. To overcome this problem, the process of pre-training a model and fine-tuning it to the small scale dataset has been used extensively in dom…
Open-Domain Question AnsweringQuestion AnsweringReading ComprehensionSlot Filling for Biomedical Information Extraction
Information Extraction (IE) from text refers to the task of extracting structured knowledge from unstructured text. The task typically consists of a series of sub-tasks such as Named Entity Recognition and Relation Extra…
named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)Passage Retrieval+6