Automated Evaluation of the Virtual Assistant in Bleu and Rouge Scores

dc.contributor.authorChatoui, Hajar
dc.contributor.authorAta, Oguz
dc.date.accessioned2025-02-06T18:01:20Z
dc.date.available2025-02-06T18:01:20Z
dc.date.issued2021
dc.departmentAltınbaş Üniversitesien_US
dc.description3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications, HORA 2021 -- 11 June 2021 through 13 June 2021 -- Ankara -- 171163en_US
dc.description.abstractThe advanced field of natural language processing refers to create an intelligent conversational agent. The main goal is to develop bot are capable of generating responses over the last measurements collected over the IoT network. The virtual assistant classifies the user utterance and extract the valuable information to predict the optimal response. The contribution of this paper was performed by the automatics metrics BLEU and ROUGE used in machine translation. However, these metrics were implemented in NLG system to perform the effectiveness of the system. In this work, we evaluated our model over others containing a large set of data in several languages along with the Paradise survey prompts the user satisfaction the results provide F1-score is 74%, the Precision is 85% and Accuracy 75%. Although, the BLEU 0.8 and ROUGE 0.7. The bot has a strong capability to understand dialog human judgments over various features structured based on qualitative and quantitative experiments. © 2021 IEEE.en_US
dc.identifier.doi10.1109/HORA52670.2021.9461351
dc.identifier.isbn978-166544058-5
dc.identifier.scopus2-s2.0-85114467841
dc.identifier.urihttps://doi.org/10.1109/HORA52670.2021.9461351
dc.identifier.urihttps://hdl.handle.net/20.500.12939/5325
dc.indekslendigikaynakScopus
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartofHORA 2021 - 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications, Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.snmzKA_Scopus_20250206
dc.subjectBLEUen_US
dc.subjectChaboten_US
dc.subjectInternet-of-Things (IoTs)en_US
dc.subjectParadise Surveyen_US
dc.subjectROUGEen_US
dc.titleAutomated Evaluation of the Virtual Assistant in Bleu and Rouge Scoresen_US
dc.typeConference Objecten_US

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