Kiran Mai Narnavaram
ABSTRACT
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 open-source 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.
- Daniel Adiwardana, Minh-Thang Luong, David R So, Jamie Hall, Noah Fiedel, Romal Thoppilan, Zi Yang, Apoorv Kulshreshtha, Gaurav Nemade, Yifeng Lu, et al. 2020. "Towards a Human-like Open-domain Chatbot". arXiv preprint arXiv:2001.09977 (2020).Google Scholar
- Tianxing He, Jun Liu, Kyunghyun Cho, Myle Ott, Bing Liu, James Glass, and Fuchun Peng. 2019. "Analyzing the Forgetting Problem in The Pretrain-Finetuning of Dialogue Response Models". arXiv preprint arXiv:1910.07117 (2019).Google Scholar
- Margaret Li, Jason Weston, and Stephen Roller. 2019. "Acute-eval: Improved Dialogue Evaluation with Optimized Questions and Multi-turn Comparisons"'. arXiv preprint arXiv:1909.03087 (2019).Google Scholar
- Nitika Mathur, Timothy Baldwin, and Trevor Cohn. 2017. "Sequence Effects in Crowdsourced Annotations". In Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing. 2860--2865.Google ScholarCross Ref
- Alexander H Miller, Will Feng, Adam Fisch, Jiasen Lu, Dhruv Batra, Antoine Bordes, Devi Parikh, and Jason Weston. 2017. "ParlAI: A Dialog Research Software Platform". arXiv preprint arXiv:1705.06476 (2017).Google Scholar
- Myle Ott, Sergey Edunov, Alexei Baevski, and Angela Fan. 2019. "Fairseq: A Fast, Extensible Toolkit for Sequence Modeling". arXiv preprint arXiv:1904.01038 (2019).Google Scholar
- Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, Ilya Sutskever, et al. 2019. "Language Models are Unsupervised Multitask Learners". OpenAI blog 1, 8 (2019), 9.Google Scholar
- Noam Shazeer and Mitchell Stern. 2018. "Adafactor: Adaptive Learning Rates with Sublinear Memory Cost". (2018), 4596--4604.Google Scholar
- Mohammad Shoeybi, Mostofa Patwary, Raul Puri, Patrick LeGresley, Jared Casper, and Bryan Catanzaro. 2019. "Megatron-lm: Training Multi-billion Parameter Language Models Using Model Parallelism". arXiv preprint arXiv:1909.08053 (2019).Google Scholar
- Heung-Yeung Shum, Xiao-dong He, and Di Li. 2018. "From Eliza to XiaoIce: Challenges and Opportunities with Social Chatbots". Frontiers of IT 19, 1 (2018).Google Scholar
Index Terms
- An Open-Source Chatbot by Using ParlAI
Recommendations
Chatbot with Touch and Graphics: An Interaction of Users for Emotional Expression and Turn-taking
CUI '20: Proceedings of the 2nd Conference on Conversational User InterfacesUse of chatbots for emotional exchange is recently increasing in various domains. However, as existing chatbots have been considered in terms of natural language processing techniques for interaction with text-based chatting, chatbot interaction with ...
Action-a-Bot: Exploring Human-Chatbot Conversations for Actionable Instruction Giving and Following
CSCW'22 Companion: Companion Publication of the 2022 Conference on Computer Supported Cooperative Work and Social ComputingConversation serves as one critical mechanism for knowledge-sharing and instruction-giving in collaborative work. Conversation allows people to take turns to make contributions, plan joint actions, align shared understanding of work status and resolve ...
Chatbot Theory: A Naïve and Elementary Theory for Dialogue Management
Intelligent Data Engineering and Automated Learning – IDEAL 2018AbstractDue to the increasing interested and use of chatbot, its properties and operation possibilities shall be proper realized matching both safety and security issues as well as present the several uses and compositions that this technology supports. ...
Comments