Sentence-BERT

GPTKB entity

Statements (34)
Predicate Object
gptkbp:instanceOf gptkb:model
large language model
gptkbp:architecture Siamese network
triplet network
gptkbp:author gptkb:Nils_Reimers
gptkb:Iryna_Gurevych
gptkbp:availableOn gptkb:GitHub
gptkb:Hugging_Face_Model_Hub
gptkbp:basedOn gptkb:BERT
gptkbp:developedBy gptkb:Hugging_Face
gptkb:UKPLab
gptkbp:fineTunedWith Natural Language Inference datasets
Semantic Textual Similarity datasets
https://www.w3.org/2000/01/rdf-schema#label Sentence-BERT
gptkbp:improves BERT for sentence-level tasks
gptkbp:input sentence
text pair
gptkbp:introducedIn 2019
gptkbp:language English
gptkbp:notableFor efficient semantic similarity computation
state-of-the-art sentence embeddings
gptkbp:notablePublication gptkb:Sentence-BERT:_Sentence_Embeddings_using_Siamese_BERT-Networks
https://arxiv.org/abs/1908.10084
gptkbp:openSource true
gptkbp:output fixed-size vector
sentence embedding
gptkbp:purpose information retrieval
clustering
semantic search
semantic textual similarity
sentence embedding
gptkbp:uses transformer architecture
gptkbp:bfsParent gptkb:Nils_Reimers
gptkbp:bfsLayer 7