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Ravidu Suien Rammuni Silva

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#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