EduIllustrate is a benchmark of 230 K-12 STEM problems that evaluates LLMs on interleaved text-diagram generation using sequential anchoring and an 8-dimension rubric, with Gemini 3.0 Pro Preview scoring highest at 87.8%.
Diagramir: An automatic pipeline for educational math diagram evaluation
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
Reinforcement learning with three causal constraints enables multimodal models to internalize diagram-reasoning links in geometry, unlike SFT which only mimics surface format and harms performance.
citing papers explorer
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EduIllustrate: Towards Scalable Automated Generation Of Multimodal Educational Content
EduIllustrate is a benchmark of 230 K-12 STEM problems that evaluates LLMs on interleaved text-diagram generation using sequential anchoring and an 8-dimension rubric, with Gemini 3.0 Pro Preview scoring highest at 87.8%.
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How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning
Reinforcement learning with three causal constraints enables multimodal models to internalize diagram-reasoning links in geometry, unlike SFT which only mimics surface format and harms performance.