从问答讨论中发现语义相关的技术术语和网络资源（英文）-豆柴文库

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从问答讨论中发现语义相关的技术术语和网络资源（英文）
Title:DiscoveringSemanticRelatednessinQuestion-AnswerDiscussions:TechnicalTerminologyandWebResources
Abstract:
Therapidgrowthofonlinequestion-answerplatformshasfacilitatedtheexchangeofknowledgeandinformationamonginternetusers.Withintheseplatforms,discussionsoftenprovidevaluableinsightsandsemanticrelationshipsbetweentechnicalterminologies.Thispaperaimstoexplorethemethodsandtechniquesusedtodiscoversemanticrelatednessinquestion-answerdiscussions,highlightingtheimportanceoftechnicalterminologiesinconnectingtopicsandknowledgedomains.Additionally,ananalysisofwebresourceswillbeprovidedtoaidusersinaccessingfurtherinformation.
1.Introduction:
Theriseofquestion-answerplatforms,suchasQuora,StackExchange,andReddit,hasrevolutionizedthewayinformationissharedandacquired.Withintheseplatforms,usersengageindiscussionsrelatedtovarioustopics,raisingquestionsandreceivingresponsesfromadiversecommunity.Thesediscussionsoftencontainvaluableinsightsandconnectionsbetweentechnicalterminologies,enablinguserstoexplorerelatedconceptsanddeepentheirunderstandinginspecificdomains.
2.ImportanceofTechnicalTerminologies:
Technicalterminologiesplayacrucialroleinunderstandingcomplexconceptsandpromotingeffectivecommunicationinspecializeddomains.Withinquestion-answerdiscussions,technicalterminologiesactasbridgesbetweenrelatedtopics,allowinguserstonavigatethroughvariousknowledgedomains.Byidentifyingandanalyzingtheseterminologies,wecanuncoverhiddensemanticrelationshipsandenhancetheoveralllearningexperience.
3.MethodstoDiscoverSemanticRelatedness:
Severalapproachesandtechniqueshavebeenemployedtodiscoversemanticrelatednessinquestion-answerdiscussions:
a.NaturalLanguageProcessing(NLP):NLPtechniques,includingWord2VecandGloVe,havebeenwidelyusedtocapturesemanticrelationshipsamongwordsandphrases.Byapplyingthesetechniquestoquestion-answerdiscussions,wecanidentifysimilartermsanddeterminetheircontextualrelevance.
b.TextSimilarityMeasures:Varioustextsimilaritymeasures,suchascosinesimilarityan