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SimXAI: A Simple Drop-in Layer Increases Interaction Quality and Understanding in Conversational XAI

arXiv cs.CL ↗ · 2026-11-02 Cached

The paper presents SimXAI, a lightweight LLM-centric conversational layer that replaces the multi-module GUS pipelines used by ConvXAI agents with a single tool-calling LLM, along with an evaluation suite; a user study swapping only the conversational layer of TalkToModel shows users complete tasks more accurately in fewer turns.

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