Author

Xiao-Tian Zhang

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Jul 2026

ProLaViT: Learning Progressive Latent Visual Thoughts in Structured Latent Space

This paper introduces ProLaViT (Progressive Latent Visual Thought), a framework empowering MLLMs to perform structured visual derivation in the continuous latent space, leveraging an endogenous self-distillation mechanism, utilizing the model's own visual encoder to supervise latent thoughts.

Peiming Li, Yifan Wang, Xiaotian Zhang et al. · arXiv.org · 1 citation

#natural language process... Jul 2026

AdvancedMathBench: A Benchmark Suite for Advanced Mathematical Proof Generation and Verification

Large language models (LLMs) have achieved remarkable performance on high-school and olympiad-style mathematics, yet their capabilities on advanced mathematics remain poorly understood. Existing benchmarks, however, fall short in both scope and evaluation granularity: they provide limited disciplinary coverage and ofte...

Lingkai Kong, Zijian Wu, Yuzhe Gu et al. · arXiv.org · 0 citations