Evaluation of Five Sentence Similarity Models on Electronic Medical Records
Chen Q, Du J, Kim S, Wilbur W, Lu Z. Evaluation of Five Sentence Similarity Models on Electronic Medical Records. 2019, 533-533. DOI: 10.1145/3307339.3343239.Peer-Reviewed Original ResearchSentence similarity modelSimilarity modelLarge biomedical corporaLarge public datasetsTraditional machineClinical domainsBiomedical corporaText summarizationBidirectional transformersPublic datasetsSemantic similaritySmall datasetsSentence similarityDataset consistingSentence pairsDatasetElectronic medical recordsPrimary applicationCNNSummarizationBERTVital roleMachineDomainEmbeddingBioSentVec: creating sentence embeddings for biomedical texts
Chen Q, Peng Y, Lu Z. BioSentVec: creating sentence embeddings for biomedical texts. 2019, 00: 1-5. DOI: 10.1109/ichi.2019.8904728.Peer-Reviewed Original ResearchNatural language processing systemsSentence embeddingsBiomedical textAdvanced deep learning methodsDeep learning methodsBiomedical text miningBiomedical word embeddingsLanguage processing systemPre-trained sentence encodersText miningArt performanceLearning methodsSentence semanticsSentence encoderWord embeddingsProcessing systemBenchmarking resultsEmbeddingSimilarity taskClinical notesTaskEssential partGeneral domainsClinical databaseSemanticsBioWordVec, improving biomedical word embeddings with subword information and MeSH
Zhang Y, Chen Q, Yang Z, Lin H, Lu Z. BioWordVec, improving biomedical word embeddings with subword information and MeSH. Scientific Data 2019, 6: 52. PMID: 31076572, PMCID: PMC6510737, DOI: 10.1038/s41597-019-0055-0.Peer-Reviewed Original ResearchConceptsWord embeddingsSubword informationWord representationsBiomedical natural language processingNatural language processingMultiple NLP tasksBiomedical word embeddingsInformation retrievalUnlabeled textBiomedical textText miningBiomedical domainLanguage processingNLP tasksStructured resourcesChallenging taskPrevious stateBenchmarking resultsLarge corpusEmbeddingWord levelBioWordVecSuch informationTaskInformation