Dataset · Hugging Face

nabin2004/ManiBench

Name: ManiBench
Creator: nabin2004
License: mit
Keywords: language:en, license:mit, size_categories:n<1K, region:us, benchmark, manim, code-generation, llm-evaluation, animation, mathematics, visual-logic

ManiBench: A Benchmark for Testing Visual-Logic Drift and Syntactic Hallucinations in Manim Code Generation Overview ManiBench is a specialized benchmark dataset for evaluating Large Language Model (LLM) performance in generating Manim CE (Community Edition) code—mathematical animations used for educational content creation. This benchmark addresses two critical failure modes in LLM-generated code: Syntactic Hallucinations: Code that appears valid in Python but… See the full description on the dataset page: https://huggingface.co/datasets/nabin2004/ManiBench.

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Author / organization	nabin2004
License (as declared)	mit
Downloads	834 (as reported by Hugging Face)
Likes	0
Created	14 February 2026
Last updated at source	21 February 2026

benchmarkmanimcode-generationllm-evaluationanimationmathematicsvisual-logic

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