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Caijun Jia

3 accepted papers

2026

GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models

CVPR 2026

Unified Multimodal Models (UMMs) are redefining the landscape of artificial intelligence by coupling perception and generation across language, vision, and structured reasoning. Yet, despite their growing sophistication, a critical gap persists in evaluation: existing benchmarks largely measure disc

Cited by 0SourceScholar
2026

Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions

CVPR 2026

Mathematical geometric reasoning is essential for scientific discovery and educational development, requiring precise logic and rigorous formal verification. While recent advances in Multimodal Large Language Models (MLLMs) have improved reasoning tasks, existing models typically struggle with forma

Cited by 0SourcecodeScholar
2026

How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning

ICML 2026spotlight

Solving complex geometric problems inherently requires \textit{interleaved reasoning}: a tight alternation between constructing diagrams and performing logical deductions. Although recent Multimodal Large Language Models (MLLMs) have demonstrated strong capabilities in visual generation and plotting…

Cited by 0SourceScholar