Chatbot Development

  1. Core Components of Conversational AI
    1. Natural Language Understanding
      1. Intent Recognition
        1. Intent Definition
          1. Intent Classification
            1. Multi-intent Handling
            2. Entity Extraction
              1. Named Entity Recognition
                1. Slot Filling
                  1. Entity Linking
                  2. Sentiment Analysis
                    1. Polarity Detection
                      1. Emotion Recognition
                        1. Aspect-Based Sentiment
                      2. Dialogue Management
                        1. State Tracking
                          1. Dialogue State Representation
                            1. Belief State Tracking
                              1. Context Maintenance
                              2. Policy Learning
                                1. Rule-Based Policies
                                  1. Statistical Policies
                                    1. Reinforcement Learning Policies
                                    2. Response Selection
                                      1. Template-Based Selection
                                        1. Retrieval-Based Selection
                                          1. Ranking Mechanisms
                                        2. Natural Language Generation
                                          1. Template-Based Generation
                                            1. Static Templates
                                              1. Dynamic Templates
                                                1. Slot Filling
                                                2. Neural Generation
                                                  1. Sequence-to-Sequence Models
                                                    1. Attention Mechanisms
                                                      1. Transformer-Based Generation
                                                      2. Response Planning
                                                        1. Content Selection
                                                          1. Discourse Planning
                                                            1. Surface Realization

                                                        Previous

                                                        2. Foundational Technologies

                                                        Go to top

                                                        Next

                                                        4. Chatbot Design Principles