Author

Jiayi Kuang

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#artificial intelligence Jan 2026

TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning

TangramPuzzle is introduced, a benchmark comprising 668 validated configurations and 1,336 instances for evaluating compositional spatial reasoning under geometric constraints, and the Tangram Construction Expression is formulated to encode tangram configurations with machine-verifiable geometric specifications.

Daixian Liu, Jiayi Kuang, Ying-Hui Li et al. · arXiv.org · 4 citations

#natural language process... Preprint Aug 2026

INSPIRE: An Internalize-Then-Improve Approach for Example-Driven Mathematical Reasoning

INSPIRE is an Internalize-Then-Improve approach combining Reference-Guided Student Internalization (RGSI), which produces high-quality preference candidates under the policy model's own distribution, with a stage-wise rubric preference training strategy that decomposes learning into method-oriented and correctness-orie...

Shuai Wang, Jiayi Kuang, Ying-Hui Li et al. · 0 citations

Preprint Aug 2026

From Atomic to Agentic: Towards Interpretable Evaluation of LLMs'Agentic Mathematical Capabilities

Experiments reveal that models with similar end-to-end accuracy can exhibit markedly different agentic capability profiles, demonstrating that process-level evaluation is crucial for interpreting the true potential of LLMs and guiding the development of next-generation mathematical agents.

Jiayi Kuang, Ying-Hui Li, Yun-Ze Song et al. · 0 citations