OpenCodePapers

sentence-embeddings-for-biomedical-texts-on-biosses

Semantic Textual SimilaritySentence Embeddings For Biomedical Texts
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PaperCodePearson CorrelationModelNameReleaseDate
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.871Supervised combination of: Jaccard, Q-gram, sent2vec, Paragraph vector DM, skip-thoughts, fastText2021-10-01
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.846Unsupervised combination (mean) of: Jaccard, q-gram, Paragraph vector (PV-DBOW) and sent2vec2021-10-01
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.819Paragraph vector (PV-DM)2021-10-01
BioSentVec: creating sentence embeddings for biomedical texts✓ Link0.817BioSentVec (PubMed)2018-10-22
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.804Paragraph vector (PV-DBOW)2021-10-01
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.798Sent2vec2021-10-01
BioSentVec: creating sentence embeddings for biomedical texts✓ Link0.795BioSentVec (PubMed + MIMIC-III)2018-10-22
BIOSSES: A Semantic Sentence Similarity Estimation System for the Biomedical Domain0.787Paragraph Vector2017-07-15
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.766fastText (skip-gram, max pooling)2021-10-01
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.723Q-gram (q = 3)2021-10-01
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.485Skip-thoughts2021-10-01
BioSentVec: creating sentence embeddings for biomedical texts✓ Link0.350BioSentVec (MIMIC-III)2018-10-22
BioSentVec: creating sentence embeddings for biomedical texts✓ Link0.345Universal Sentence Encoder2018-10-22
Neural sentence embedding models for semantic similarity estimation in the biomedical domain✓ Link0.253fastText (CBOW, max pooling)2021-10-01