Chatbot Development

  1. Dialogue Management Systems
    1. State Representation
      1. Slot-Value Pairs
        1. Frame-Based Representation
          1. Graph-Based States
          2. State Tracking
            1. Rule-Based Tracking
              1. Statistical Tracking
                1. Neural State Tracking
                2. Policy Learning
                  1. Imitation Learning
                    1. Reinforcement Learning
                      1. Reward Design
                        1. Exploration Strategies
                          1. Policy Gradient Methods
                          2. Hybrid Policies
                          3. Context Management
                            1. Short-Term Memory
                              1. Long-Term Memory
                                1. User Modeling
                                  1. Session Management

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                                6. Building NLU Systems

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                                8. Large Language Models in Chatbots