#artificial intelligence
Apr 2026
Training and Agentic Inference Strategies for LLM-based Manim Animation Generation
This study presents the first unified training and inference study for text-to-code-to-video transformation with Manim, and shows that the correlation between code and visual metrics strengthens with SFT but weakens with inference-time enhancements, highlighting the complementary roles of training and agentic inference...
Ravidu Suien Rammuni Silva, Ahmad Lotfi, I. Ihianle et al.
· arXiv.org · 2 citations