FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2937815589> ?p ?o ?g. }

• W2937815589 endingPage "219" @default.
• W2937815589 startingPage "207" @default.
• W2937815589 abstract "Causality extraction from natural language texts is a challenging open problem in artificial intelligence. Existing methods utilize patterns, constraints, and machine learning techniques to extract causality, heavily depending on domain knowledge and requiring considerable human effort and time for feature engineering. In this paper, we formulate causality extraction as a sequence labeling problem based on a novel causality tagging scheme. On this basis, we propose a neural causality extractor with the BiLSTM-CRF model as the backbone, named SCITE (Self-attentive BiLSTM-CRF wIth Transferred Embeddings), which can directly extract cause and effect without extracting candidate causal pairs and identifying their relations separately. To address the problem of data insufficiency, we transfer contextual string embeddings, also known as Flair embeddings, which are trained on a large corpus in our task. In addition, to improve the performance of causality extraction, we introduce a multihead self-attention mechanism into SCITE to learn the dependencies between causal words. We evaluate our method on a public dataset, and experimental results demonstrate that our method achieves significant and consistent improvement compared to baselines." @default.
• W2937815589 created "2019-04-25" @default.
• W2937815589 creator A5017668982 @default.
• W2937815589 creator A5020746135 @default.
• W2937815589 creator A5062664086 @default.
• W2937815589 creator A5071759737 @default.
• W2937815589 date "2021-01-01" @default.
• W2937815589 modified "2023-10-17" @default.
• W2937815589 title "Causality extraction based on self-attentive BiLSTM-CRF with transferred embeddings" @default.
• W2937815589 cites W1961009203 @default.
• W2937815589 cites W1973501513 @default.
• W2937815589 cites W1991018417 @default.
• W2937815589 cites W1991133427 @default.
• W2937815589 cites W1991145427 @default.
• W2937815589 cites W2053588297 @default.
• W2937815589 cites W2064675550 @default.
• W2937815589 cites W2099779943 @default.
• W2937815589 cites W2107598941 @default.
• W2937815589 cites W2107878631 @default.
• W2937815589 cites W2142321231 @default.
• W2937815589 cites W2145870355 @default.
• W2937815589 cites W2147800946 @default.
• W2937815589 cites W2153105942 @default.
• W2937815589 cites W2161740415 @default.
• W2937815589 cites W2180312923 @default.
• W2937815589 cites W2250836121 @default.
• W2937815589 cites W2267186426 @default.
• W2937815589 cites W2296283641 @default.
• W2937815589 cites W2466573295 @default.
• W2937815589 cites W2511178802 @default.
• W2937815589 cites W2604792945 @default.
• W2937815589 cites W2611669587 @default.
• W2937815589 cites W2808142148 @default.
• W2937815589 cites W2885051956 @default.
• W2937815589 cites W2888296742 @default.
• W2937815589 cites W2889363461 @default.
• W2937815589 cites W2891382250 @default.
• W2937815589 cites W2896605526 @default.
• W2937815589 cites W2929028916 @default.
• W2937815589 cites W2962739339 @default.
• W2937815589 cites W2963140597 @default.
• W2937815589 cites W2963940534 @default.
• W2937815589 cites W4214717370 @default.
• W2937815589 doi "https://doi.org/10.1016/j.neucom.2020.08.078" @default.
• W2937815589 hasPublicationYear "2021" @default.
• W2937815589 type Work @default.
• W2937815589 sameAs 2937815589 @default.
• W2937815589 citedByCount "66" @default.
• W2937815589 countsByYear W29378155892019 @default.
• W2937815589 countsByYear W29378155892020 @default.
• W2937815589 countsByYear W29378155892021 @default.
• W2937815589 countsByYear W29378155892022 @default.
• W2937815589 countsByYear W29378155892023 @default.
• W2937815589 crossrefType "journal-article" @default.
• W2937815589 hasAuthorship W2937815589A5017668982 @default.
• W2937815589 hasAuthorship W2937815589A5020746135 @default.
• W2937815589 hasAuthorship W2937815589A5062664086 @default.
• W2937815589 hasAuthorship W2937815589A5071759737 @default.
• W2937815589 hasBestOaLocation W29378155892 @default.
• W2937815589 hasConcept C117978034 @default.
• W2937815589 hasConcept C119857082 @default.
• W2937815589 hasConcept C121332964 @default.
• W2937815589 hasConcept C127413603 @default.
• W2937815589 hasConcept C153180895 @default.
• W2937815589 hasConcept C154945302 @default.
• W2937815589 hasConcept C157486923 @default.
• W2937815589 hasConcept C162324750 @default.
• W2937815589 hasConcept C187736073 @default.
• W2937815589 hasConcept C204321447 @default.
• W2937815589 hasConcept C21880701 @default.
• W2937815589 hasConcept C2780451532 @default.
• W2937815589 hasConcept C33923547 @default.
• W2937815589 hasConcept C37914503 @default.
• W2937815589 hasConcept C41008148 @default.
• W2937815589 hasConcept C62520636 @default.
• W2937815589 hasConcept C64357122 @default.
• W2937815589 hasConceptScore W2937815589C117978034 @default.
• W2937815589 hasConceptScore W2937815589C119857082 @default.
• W2937815589 hasConceptScore W2937815589C121332964 @default.
• W2937815589 hasConceptScore W2937815589C127413603 @default.
• W2937815589 hasConceptScore W2937815589C153180895 @default.
• W2937815589 hasConceptScore W2937815589C154945302 @default.
• W2937815589 hasConceptScore W2937815589C157486923 @default.
• W2937815589 hasConceptScore W2937815589C162324750 @default.
• W2937815589 hasConceptScore W2937815589C187736073 @default.
• W2937815589 hasConceptScore W2937815589C204321447 @default.
• W2937815589 hasConceptScore W2937815589C21880701 @default.
• W2937815589 hasConceptScore W2937815589C2780451532 @default.
• W2937815589 hasConceptScore W2937815589C33923547 @default.
• W2937815589 hasConceptScore W2937815589C37914503 @default.
• W2937815589 hasConceptScore W2937815589C41008148 @default.
• W2937815589 hasConceptScore W2937815589C62520636 @default.
• W2937815589 hasConceptScore W2937815589C64357122 @default.
• W2937815589 hasLocation W29378155891 @default.
• W2937815589 hasLocation W29378155892 @default.
• W2937815589 hasLocation W29378155893 @default.
• W2937815589 hasOpenAccess W2937815589 @default.
• W2937815589 hasPrimaryLocation W29378155891 @default.

• next