The comparison was performed on two available Arabic datasets. We explore the impact of using different BERT models: AraBERT Original (v0.1, v1), AraBERT Base (v0.2, and v2) and AraBERT Large (v0.2, and v2), which are pretrained on different Arabic corpora (different in size, morphological segmentation, language model window, …). In this paper, we propose a model using BERT language representation to identify Arabic Dialogue Acts. The BERT representation model has not been studied yet in Arabic Dialogue acts detection task. Very few researches have been done in the Arabic Dialogue acts identification task. Recently, the emergence of Bidirectional Encoder Representations from Transformers (BERT) models, enabled establishing state-of-the-art results for a variety of natural language processing tasks in different languages. Several researches have studied the Dialogue Act Classification (DAC) task to identify Dialogue Acts (DA) for different languages. In Human-Computer dialogue systems, the correct identification of the intent underlying a speaker's utterance is crucial to the success of a dialogue. The proposed system enhances the research value of the cultural relics of the Hubei Museum and increases the interaction with users. Finally, the results were displayed on the virtual web page of the museum, and real interactive virtual exhibitions were conducted on the website platform. Then, the panorama roaming of the virtual museum was achieved based on Pano2VR. After realizing the map navigation of the museum, photos of the museum were taken on the site and prepared into a panorama. To solve the problems, Pano2VR was used to develop and design a virtual museum panorama roaming system for Hubei Museum. Through content analysis, this study analyzes the status quo of online virtual museums in China and discovers two major problems: the exhibits are mainly brief introductory graphs and texts, and the exhibition module is independent of the panoramic roaming module. The exhibition of physical museums is evolving into online virtual exhibition, allowing users to have an immersive experience of museums without leaving home. The development of modern information technology gives birth to virtual museums.