An Open-Source Chatbot by Using ParlAI

被引:0
作者
Narnavaram, Kiran Mai [1 ]
Lo, Dan [1 ]
机构
[1] Kennesaw State Univ, Marietta, GA 30060 USA
来源
PROCEEDINGS OF THE 2024 ACM SOUTHEAST CONFERENCE, ACMSE 2024 | 2024年
关键词
deep learning; chatbot; ParlAI - Blended Skill Talk;
D O I
10.1145/3603287.3656160
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
While existing work shows a great success, the accuracy, the response time, the interoperability, the extendibility, etc. remain to be improved. We proposed "ParlAIDialogTeacher" using the opensource ParlAI to improve the accuracy, the response time, the interoperability, and the extendibility. Training is based on Maximum Likelihood Estimation (MLE) approach for the generative model. This platform eases sharing, training, and evaluating dialog models with multiple datasets available. Our results indicate the proposed model outperforms x, y, z in terms of response time and accuracy. Future work include extending the model with other genitive models such as GAN.
引用
收藏
页码:323 / 324
页数:2
相关论文
共 50 条
  • [31] Open-Source Federated Learning Frameworks for IoT: A Comparative Review and Analysis
    Kholod, Ivan
    Yanaki, Evgeny
    Fomichev, Dmitry
    Shalugin, Evgeniy
    Novikova, Evgenia
    Filippov, Evgeny
    Nordlund, Mats
    SENSORS, 2021, 21 (01) : 1 - 22
  • [32] UDTIRI: An Online Open-Source Intelligent Road Inspection Benchmark Suite
    Guo, Sicen
    Li, Jiahang
    Feng, Yi
    Zhou, Dacheng
    Zhang, Denghuang
    Chen, Chen
    Su, Shuai
    Zhu, Xingyi
    Chen, Qijun
    Fan, Rui
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (08) : 9920 - 9931
  • [33] Fostering Human Activity Recognition Workflows: An Open-Source Baseline Framework
    Demrozi, Florenc
    Turetta, Cristian
    Pravadelli, Graziano
    2023 IEEE INTERNATIONAL CONFERENCE ON DIGITAL HEALTH, ICDH, 2023, : 75 - 80
  • [34] InstaDam: Open-Source Platform for Rapid Semantic Segmentation of Structural Damage
    Hoskere, Vedhus
    Amer, Fouad
    Friedel, Doug
    Yang, Wanxian
    Tang, Yu
    Narazaki, Yasutaka
    Smith, Matthew D.
    Golparvar-Fard, Mani
    Spencer Jr, Billie F.
    APPLIED SCIENCES-BASEL, 2021, 11 (02): : 1 - 16
  • [35] ClinicaDL: An open-source deep learning software for reproducible neuroimaging processing
    Thibeau-Sutre, Elina
    Diaz, Mauricio
    Hassanaly, Ravi
    Routier, Alexandre
    Dormont, Didier
    Colliot, Olivier
    Burgos, Ninon
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2022, 220
  • [36] MotilityJ: An open-source tool for the classification and segmentation of bacteria on motility images
    Casado-Garcia, Angela
    Chichon, Gabriela
    Dominguez, Cesar
    Garcia-Dominguez, Manuel
    Heras, Jonathan
    Ines, Adrian
    Lopez, Maria
    Mata, Eloy
    Pascual, Vico
    Saenz, Yolanda
    COMPUTERS IN BIOLOGY AND MEDICINE, 2021, 136
  • [37] PyRAT: An Open-Source Python']Python Library for Animal Behavior Analysis
    De Almeida, Tulio Fernandes
    Spinelli, Bruno Guedes
    Lima, Ramon Hypolito
    Gonzalez, Maria Carolina
    Rodrigues, Abner Cardoso
    FRONTIERS IN NEUROSCIENCE, 2022, 16
  • [38] kMoL: an open-source machine and federated learning library for drug discovery
    Cozac, Romeo
    Hasic, Haris
    Choong, Jun Jin
    Richard, Vincent
    Beheshti, Loic
    Froehlich, Cyrille
    Koyama, Takuto
    Matsumoto, Shigeyuki
    Kojima, Ryosuke
    Iwata, Hiroaki
    Hasegawa, Aki
    Otsuka, Takao
    Okuno, Yasushi
    JOURNAL OF CHEMINFORMATICS, 2025, 17 (01):
  • [39] DeepWealth: A generalizable open-source deep learning framework using satellite images for well-being estimation
    Ben Abbes, Ali
    Machicao, Jeaneth
    Correa, Pedro L. P.
    Specht, Alison
    Devillers, Rodolphe
    Ometto, Jean P.
    Kondo, Yasuhisa
    Mouillot, David
    SOFTWAREX, 2024, 27
  • [40] BioMAT: An Open-Source Biomechanics Multi-Activity Transformer for Joint Kinematic Predictions Using Wearable Sensors
    Sharifi-Renani, Mohsen
    Mahoor, Mohammad H.
    Clary, Chadd W.
    SENSORS, 2023, 23 (13)