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ConvApparel: Google measures and closes the 'realism gap' in user simulators

Google Research presents ConvApparel, a method for measuring and improving how realistic AI-based user simulators are. The tool addresses the problem that simulated users often behave too ideally and fail to recreate the complex behavior of actual users in retail and e-commerce conversations.

WHY IT MATTERS

Better user simulators are critical for training and evaluating conversational AI systems before they meet real users. If the simulator isn't realistic, you risk deploying chatbots and assistants that can't handle real-world complexity and disruptions.

SOURCES

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