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arXiv — cs.AI

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From Offline Proxies to Online Decisions: A Layered Engagement Evaluation Framework for Conversational AI

arXiv:2609.25408v1 Announce Type: new Abstract: Online A/B experiments are the decision standard for user engagement, but traffic and readout time limit how many conversational-AI changes can be tested. We ask whether an offline signal designed to be computable without…

arXiv — cs.AIBy: Xuanyi Li, Vaskar Nath, Hossein Amirkhani, Jay Li, Alex DengSeptember 23, 2026 (Sep 23)
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  • arXiv:2609.25408v1 Announce Type: new Abstract: Online A/B experiments are the decision standard for user engagement, but traffic and readout time limit how many conversational-AI changes can be tested
  • We ask whether an offline signal designed to be computable without…
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From Offline Proxies to Online Decisions: A Layered Engagement Evaluation Framework for Conversational AI

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