AI fairy tale companions play an important role in early childhood education as an augmentation for parents' efforts to close the participation gap and boost kids' mental and language development. Existing systems are generally designed to provide vivid materials as unidirectional entertaining reading environments, e.g, visualizing inputting texts. However, due to the limited vocabulary of kids, these systems failed to afford effective interaction to motivate kids to write their own fairy tales. In this work, we propose AI.R Taletorium, an illustrative, immersive, and inclusive multimodal AI companion, for interactive fairy tale co-creation that actively involves kids to create fairy tales with both the AI agent and their normal peers. AI.R Taletorium consists a neural story generator and a doodler-based fairy tale visualizer. We design a character-centric bidirectional connection mechanism between the story generator and visualizer equipped with Contrastive Language Image Pretraining (CLIP), thus enabling kids to participant in the story generation process by simple sketching. Extensive experiments and user studies show that our system was able to generate and visualize meaningful and vivid fairy tales with limited training data and complete the full interaction cycle under various inputs (text, doodler) through the bidirectional connection.
翻译:AI童话故事伴侣在幼儿期教育中发挥着重要的作用,作为增强家长努力缩小参与差距和促进儿童精神和语言发展的努力的增强,在幼儿期教育中发挥着重要的作用。现有系统的设计一般是为了提供作为单向娱乐阅读环境的生动材料,例如可视化输入文本。然而,由于儿童词汇有限,这些系统未能提供有效的互动来激励儿童写自己的童话故事。在这项工作中,我们建议AI.R Taletorium(一个说明性、浸透性和包容性的多式AI伙伴),用于互动童话故事共同创作,积极让儿童与AI代理及其正常同伴一起创造童话故事。 AI.R Taletorium(Taletorium)由神经故事生成器和以 doodler为基础的童话视觉视觉视觉视觉素养成。 我们设计了一个以性为中心的双向连接机制,使儿童能够通过简单的草图来参与故事制作过程。广泛的实验和用户研究表明,我们的系统能够在有限的双周期内生成和视觉有意义和生动的童话故事故事,通过有限的数据和完整的互动进行完整的互动。