Wyniki wyszukiwania - BazTech

Ograniczanie wyników

1 Technical Sciences / University of Warmia and Mazury in Olsztyn

1 2023

Znaleziono wyników: 1

Liczba wyników na stronie

Wyniki wyszukiwania

Wyszukiwano:
w słowach kluczowych: Deep Q Network

Sortuj według:

Ogranicz wyniki do:

Goal - oriented conversational bot for employment domain

Drozda Paweł, Żmijewski Tomasz, Osowski Maciej, Krasnodębska Aleksandra, Talun Arkadiusz

Technical Sciences / University of Warmia and Mazury in Olsztyn

2023

nr 26(1)

111--123

This paper focuses of the implementation of the goal – oriented chatbot in order to prepare virtual resumes of candidates for job position. In particular the study was devoted to testing the feasibility of using Deep Q Networks (DQN) to prepare an effective chatbot conversation flow with the final system user. The results of the research confirmed that the use of the DQN model in the training of the conversational system allowed to increase the level of success, measured as the acceptance of the resume by the recruiter and the finalization of the conversation with the bot. The success rate increased from 10% to 64% in experimental environment and from 15% to 45% in production environment. Moreover, DQN model allowed the conversation to be shortened by an average of 4 questions from 11 to 7.