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Hai-Teng Zhao

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#artificial intelligence Preprint Dec 2025

Achieving Olympiad-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning

This work makes the first attempt to build a medalist-level LLM agent for geometry and presents InternGeometry, which solves 44 of 50 IMO geometry problems (2000-2024), exceeding the average gold medalist score, using only 13K training examples, just 0.004% of the data used by AlphaGeometry 2.

Hai-Teng Zhao, Junhao Shen, Yiming Zhang et al. · 7 citations · ⚡1
Jul 2026

Scalable Visual Pretraining for Language Intelligence

This paper conducts a systematic study of unsupervised visual pretraining paradigms that directly leverage visual documents without text extraction, showing that Visual Pretraining is a scalable learner for foundation model intelligence.

Yiming Zhang, Zhonghan Zhao, Wenwei Zhang et al. · 2 citations

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. · 0 citations

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