Kubnal Bridge

Applications

Dialogue System

Dialogue systems manage conversational interaction: understanding user intent, maintaining context, generating relevant responses, and managing conversation flow. Components include natural language understanding (NLU), dialogue management (state tracking, policy), and natural language generation (NLG).

Modern LLMs have largely replaced pipeline-based dialogue systems with end-to-end neural approaches. However, enterprise deployments still use hybrid architectures combining LLM fluency with structured dialogue management for reliability and controllability.

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