Transformers Power Chatbot Dialogue Generation

Models like DialoGPT generate contextually coherent multi-turn conversations.

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DialoGPT was trained on 147 million multi-turn dialogues from Reddit, adapting GPT-2 for dialogue generation.

Transformers encode the dialogue history and apply decoder layers with self-attention to generate responses token by token. This allows chatbots to maintain conversational context, generate appropriate replies, and handle varying conversation lengths effectively.

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💥 Impact (click to read)

Dialogue Transformers enhance customer support, virtual assistants, and interactive storytelling with more human-like interactions.

Students and developers can study dialogue modeling, improving conversational AI design and implementation.

Source

Zhang et al., 2019 - DialoGPT

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