Matches in SemOpenAlex for { <https://semopenalex.org/work/W4298053558> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4298053558 abstract "Natural Language Inference (NLI) is a hot topic research in natural language processing, contradiction detection between sentences is a special case of NLI. This is considered a difficult NLP task which has a big influence when added as a component in many NLP applications, such as Question Answering Systems, text Summarization. Arabic Language is one of the most challenging low-resources languages in detecting contradictions due to its rich lexical, semantics ambiguity. We have created a data set of more than 12k sentences and named ArNLI, that will be publicly available. Moreover, we have applied a new model inspired by Stanford contradiction detection proposed solutions on English language. We proposed an approach to detect contradictions between pairs of sentences in Arabic language using contradiction vector combined with language model vector as an input to machine learning model. We analyzed results of different traditional machine learning classifiers and compared their results on our created data set (ArNLI) and on an automatic translation of both PHEME, SICK English data sets. Best results achieved using Random Forest classifier with an accuracy of 99%, 60%, 75% on PHEME, SICK and ArNLI respectively." @default.
- W4298053558 created "2022-10-01" @default.
- W4298053558 creator A5045594910 @default.
- W4298053558 creator A5088312471 @default.
- W4298053558 date "2022-09-28" @default.
- W4298053558 modified "2023-09-27" @default.
- W4298053558 title "ArNLI: Arabic Natural Language Inference for Entailment and Contradiction Detection" @default.
- W4298053558 doi "https://doi.org/10.48550/arxiv.2209.13953" @default.
- W4298053558 hasPublicationYear "2022" @default.
- W4298053558 type Work @default.
- W4298053558 citedByCount "0" @default.
- W4298053558 crossrefType "posted-content" @default.
- W4298053558 hasAuthorship W4298053558A5045594910 @default.
- W4298053558 hasAuthorship W4298053558A5088312471 @default.
- W4298053558 hasBestOaLocation W42980535581 @default.
- W4298053558 hasConcept C134752490 @default.
- W4298053558 hasConcept C138885662 @default.
- W4298053558 hasConcept C154945302 @default.
- W4298053558 hasConcept C170858558 @default.
- W4298053558 hasConcept C177264268 @default.
- W4298053558 hasConcept C195324797 @default.
- W4298053558 hasConcept C199360897 @default.
- W4298053558 hasConcept C203005215 @default.
- W4298053558 hasConcept C204321447 @default.
- W4298053558 hasConcept C2776728590 @default.
- W4298053558 hasConcept C2780522230 @default.
- W4298053558 hasConcept C41008148 @default.
- W4298053558 hasConcept C41895202 @default.
- W4298053558 hasConcept C95318506 @default.
- W4298053558 hasConcept C95623464 @default.
- W4298053558 hasConceptScore W4298053558C134752490 @default.
- W4298053558 hasConceptScore W4298053558C138885662 @default.
- W4298053558 hasConceptScore W4298053558C154945302 @default.
- W4298053558 hasConceptScore W4298053558C170858558 @default.
- W4298053558 hasConceptScore W4298053558C177264268 @default.
- W4298053558 hasConceptScore W4298053558C195324797 @default.
- W4298053558 hasConceptScore W4298053558C199360897 @default.
- W4298053558 hasConceptScore W4298053558C203005215 @default.
- W4298053558 hasConceptScore W4298053558C204321447 @default.
- W4298053558 hasConceptScore W4298053558C2776728590 @default.
- W4298053558 hasConceptScore W4298053558C2780522230 @default.
- W4298053558 hasConceptScore W4298053558C41008148 @default.
- W4298053558 hasConceptScore W4298053558C41895202 @default.
- W4298053558 hasConceptScore W4298053558C95318506 @default.
- W4298053558 hasConceptScore W4298053558C95623464 @default.
- W4298053558 hasLocation W42980535581 @default.
- W4298053558 hasOpenAccess W4298053558 @default.
- W4298053558 hasPrimaryLocation W42980535581 @default.
- W4298053558 hasRelatedWork W184292437 @default.
- W4298053558 hasRelatedWork W2121023129 @default.
- W4298053558 hasRelatedWork W2183168585 @default.
- W4298053558 hasRelatedWork W2285990425 @default.
- W4298053558 hasRelatedWork W2411652523 @default.
- W4298053558 hasRelatedWork W2747680751 @default.
- W4298053558 hasRelatedWork W3091386527 @default.
- W4298053558 hasRelatedWork W3105439152 @default.
- W4298053558 hasRelatedWork W3162768587 @default.
- W4298053558 hasRelatedWork W4297803820 @default.
- W4298053558 isParatext "false" @default.
- W4298053558 isRetracted "false" @default.
- W4298053558 workType "article" @default.