ANVIL: Analogies and Videos for Lecturers
We present ANVIL, a multimodal generative system that automates the production of analogy-based instructional animations for computer science topics. Given a concept definition, ANVIL generates a textual analogy, compiles it into a structured visual screenplay, and produces executable manim code to render an animation, with an automated repair mechanism to improve robustness. Evaluating such systems at scale requires balancing pedagogical validity with scalability. We begin with a teacher evaluation to ground the quality assessment and use its findings to guide automated screening. For textual analogies, we introduce an LLM-based evaluator for scalable quality screening; for videos, where...
| Authors | Yuri Noviello, Anastasiia Birillo, Gosia Migut |
|---|---|
| Primary category | cs.CY |
| Published | 15 April 2026 |
| Last updated at source | 15 April 2026 |
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