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In this report, we describe the vision, challenges, and scientificcontributions of the Task Wizard team, TWIZ, in the Alexa Prize TaskBotChallenge 2022. Our vision, is to build TWIZ bot as an helpful, multimodal,knowledgeable, and engaging assistant that can guide users towards thesuccessful completion of complex manual tasks. To achieve this, we focus ourefforts on three main research questions: (1) Humanly-Shaped Conversations, byproviding information in a knowledgeable way; (2) Multimodal Stimulus, makinguse of various modalities including voice, images, and videos; and (3)Zero-shot Conversational Flows, to improve the robustness of the interaction tounseen scenarios. TWIZ is an assistant capable of supporting a wide range oftasks, with several innovative features such as creative cooking, videonavigation through voice, and the robust TWIZ-LLM, a Large Language Modeltrained for dialoguing about complex manual tasks. Given ratings and feedbackprovided by users, we observed that TWIZ bot is an effective and robust system,capable of guiding users through tasks while providing several multimodalstimuli.

TWIZ-v2: The Wizard of Multimodal Conversational-Stimulus