What Is Natural Language Understanding (NLU)?

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    Natural language understanding (NLU) is the branch of artificial intelligence (AI) that interprets what a person means, not just the words they used. When a customer says “I was charged twice last month”, NLU is what identifies the intent (a billing dispute), the key details (duplicate charge, last month), and the sentiment behind them.

     

    How NLU Works

    NLU models are trained on large volumes of language and perform several jobs at once. Intent recognition classifies what the person wants. Entity extraction pulls out the specifics: dates, amounts, account references, product names. Context and sentiment analysis read how the person is saying it and what has already been said in the conversation.

    In a contact center, NLU is the understanding layer inside voicebots, chatbots, and routing systems: the step between hearing the customer and deciding what to do.

     

    NLU vs NLP vs NLG

    Natural language processing (NLP) is the umbrella field covering everything computers do with human language. NLU is the part concerned with comprehension: working out meaning. Natural language generation (NLG) is the part concerned with producing language: composing the reply. A conversational system uses NLU to understand the customer and NLG to answer.

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    Frequently Asked Questions

    Is ChatGPT an example of NLU?

    It includes NLU. Large language models combine understanding and generation in one model, which is part of why the boundary between NLU and NLG matters less in practice than it used to.

    What is the difference between NLU and speech recognition?

    Speech recognition converts audio into text; it hears the words. NLU interprets the text; it understands what the words mean. A voicebot needs both, in that order.

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