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Recent Progress in Conversational AI

arXiv 2204.09719 ↗First posted 8 Apr 2022cs.CL cs.AIcited by 0

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Abstract (arXiv)

Conversational artificial intelligence (AI) is becoming an increasingly popular topic among industry and academia. With the fast development of neural network-based models, a lot of neural-based conversational AI system are developed. We will provide a brief review of the recent progress in the Conversational AI, including the commonly adopted techniques, notable works, famous competitions from academia and industry and widely used datasets.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 46 of its 79 references that are in the map. First posted on arXiv 8 Apr 2022.

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46 of 79 references.

References · 46

  1. 2017Attention Is All You Needcited by 60,361
  2. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  3. 2013Playing Atari with Deep Reinforcement Learningcited by 3,274
  4. 2014Sequence to Sequence Learning with Neural Networkscited by 2,986
  5. 2015A Diversity-Promoting Objective Function for Neural Conversation Modelscited by 1,077
  6. 2016SeqGAN: Sequence Generative Adversarial Nets with Policy Gradientcited by 376
  7. 2020MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embeddingcited by 304
  8. 2016Deep Reinforcement Learning for Dialogue Generationcited by 288
  9. 2016A Network-based End-to-End Trainable Task-oriented Dialogue Systemcited by 252
  10. 2016A Persona-Based Neural Conversation Modelcited by 223
  11. 2017Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoderscited by 222
  12. 2016A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialoguescited by 174
34 more
  1. 2017Emotional Chatting Machine: Emotional Conversation Generation with Internal and External Memorycited by 167
  2. 2017Key-Value Retrieval Networks for Task-Oriented Dialoguecited by 138
  3. 2017A Knowledge-Grounded Neural Conversation Modelcited by 136
  4. 2016Learning End-to-End Goal-Oriented Dialogcited by 104
  5. 2017Long Text Generation via Adversarial Training with Leaked Informationcited by 100
  6. 2015A Neural Network Approach to Context-Sensitive Generation of Conversational Responsescited by 98
  7. 2017End-to-End Task-Completion Neural Dialogue Systemscited by 52
  8. 2017Affect-LM: A Neural Language Model for Customizable Affective Text Generationcited by 50
  9. 2017Adversarial Ranking for Language Generationcited by 50
  10. 2017Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learningcited by 44
  11. 2016Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Accesscited by 36
  12. 2016Sequence to Backward and Forward Sequences: A Content-Introducing Approach to Generative Short-Text Conversationcited by 35
  13. 2015Evaluating Prerequisite Qualities for Learning End-to-End Dialog Systemscited by 34
  14. 2020End-to-End Neural Transformer Based Spoken Language Understandingcited by 31
  15. 2017BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systemscited by 30
  16. 2017Personalization in Goal-Oriented Dialogcited by 29
  17. 2015Neural Generative Question Answeringcited by 22
  18. 2017Flexible End-to-End Dialogue System for Knowledge Grounded Conversationcited by 18
  19. 2017Augmenting End-to-End Dialog Systems with Commonsense Knowledgecited by 18
  20. 2017Affective Neural Response Generationcited by 17
  21. 2015Multi-domain Dialog State Tracking using Recurrent Neural Networkscited by 14
  22. 2016A Context-aware Natural Language Generator for Dialogue Systemscited by 13
  23. 2017Multi-Task Learning for Speaker-Role Adaptation in Neural Conversation Modelscited by 12
  24. 2018Understanding Chatbot-mediated Task Managementcited by 12
  25. 2020Improving Spoken Language Understanding By Exploiting ASR N-best Hypothesescited by 12
  26. 2018Goal-Oriented Chatbot Dialog Management Bootstrapping with Transfer Learningcited by 11
  27. 2016End-to-end LSTM-based dialog control optimized with supervised and reinforcement learningcited by 8
  28. 2015Neural Enquirer: Learning to Query Tables with Natural Languagecited by 2
  29. 2017Integrating User and Agent Models: A Deep Task-Oriented Dialogue Systemcited by 2
  30. 2018Quantized-Dialog Language Model for Goal-Oriented Conversational Systemscited by 2
  31. 2018Slugbot: An Application of a Novel and Scalable Open Domain Socialbot Frameworkcited by 1
  32. 2019Improving Distributed Similarity Join in Metric Space with Error-bounded Samplingcited by 1
  33. 2019BigData Applications from Graph Analytics to Machine Learning by Aggregates in Recursioncited by 1
  34. 2019Monotonic Properties of Completed Aggregates in Recursive Queriescited by 1

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