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
  • [21] Mapping and characterising buildings for flood exposure analysis using open-source data and artificial intelligence
    Kushanav Bhuyan
    Cees Van Westen
    Jiong Wang
    Sansar Raj Meena
    Natural Hazards, 2023, 119 : 805 - 835
  • [22] Flukebook: an open-source AI platform for cetacean photo identification
    Drew Blount
    Shane Gero
    Jon Van Oast
    Jason Parham
    Colin Kingen
    Ben Scheiner
    Tanya Stere
    Mark Fisher
    Gianna Minton
    Christin Khan
    Violaine Dulau
    Jaime Thompson
    Olga Moskvyak
    Tanya Berger-Wolf
    Charles V. Stewart
    Jason Holmberg
    J. Jacob Levenson
    Mammalian Biology, 2022, 102 : 1005 - 1023
  • [23] Accuracy and Efficiency Comparison of Object Detection Open-Source Models
    Jabir, Brahim
    Falih, Noureddine
    Rahmani, Khalid
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2021, 17 (05) : 165 - 184
  • [24] Social robots: an open-source architecture for personal assistant robots
    Kalharoodi, Mohammad Javad Ranjbar
    Menhaj, Mohammad Bagher
    Taheri, Hassan
    2022 10TH RSI INTERNATIONAL CONFERENCE ON ROBOTICS AND MECHATRONICS (ICROM), 2022, : 242 - 247
  • [25] Open-source workflow approaches to passive acoustic monitoring of bats
    Brinklov, Signe M. M.
    Macaulay, Jamie
    Bergler, Christian
    Tougaard, Jakob
    Beedholm, Kristian
    Elmeros, Morten
    Madsen, Peter Teglberg
    METHODS IN ECOLOGY AND EVOLUTION, 2023, 14 (07): : 1747 - 1763
  • [26] Development and Distribution of Deep Fake e-Learning Contents Videos Using Open-Source Tools
    Ho, Won
    Woo, Ho-Sung
    Lee, Dae-Hyun
    Kim, Yong
    JOURNAL OF DISTRIBUTION SCIENCE, 2022, 20 (11): : 121 - 129
  • [27] Training deep learning based dynamic MR image reconstruction using open-source natural videos
    Jaubert, Olivier
    Pascale, Michele
    Montalt-Tordera, Javier
    Akesson, Julius
    Virsinskaite, Ruta
    Knight, Daniel
    Arridge, Simon
    Steeden, Jennifer
    Muthurangu, Vivek
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [28] MemTorch: An Open-source Simulation Framework for Memristive Deep Learning Systems
    Lammie, Corey
    Xiang, Wei
    Linares-Barranco, Bernabe
    Azghadi, Mostafa Rahimi
    NEUROCOMPUTING, 2022, 485 : 124 - 133
  • [29] An Open-Source Wearable Sensor System for Detecting Extravasation of Intravenous Infusion
    Lee, Huang-Chen
    Lin, Jheng-Sing
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [30] Evaluating OpenFace: an open-source automatic facial comparison algorithm for forensics
    Fydanaki, Angeliki
    Geradts, Zeno
    FORENSIC SCIENCES RESEARCH, 2018, 3 (03) : 202 - 209