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Wanxiang Che

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What You See Is What You Get: Observation-Aligned Supervision for Chart-to-Code Generation

Observation-Aligned Supervision is proposed, which replaces latent variables with visually constrained quantities and improves observable-value recovery in both-executable evaluations and end-to-end recovery, while the contour study reveals a trade off between observation alignment and representational compactness.

Tian-Hao Niu, Qingfu Zhu, Wanxiang Che · 0 citations
Jul 2026

CurateEvo: Data-Curation Evolving for Agentic Post-Training

CurateEvo, a failure-driven dynamic evolution framework for agentic post-training data curation, which represents the curation strategy as executable code and iteratively rewrites it using failed trajectories from a held-out development set and substantially reduces curation overhead.

Dingzirui Wang, Xuanliang Zhang, Keyan Xu et al. · 0 citations
#natural language process... Preprint Aug 2026

FormalTCS: Benchmarking End-to-End Frontier Formal Theoretical Computer Science Research of Large Language Models

An automated TCS research framework that generates, formalizes, filters, and proves new claims, and further develops an automated TCS research framework that generates, formalizes, filters, and proves new claims.

Dingzirui Wang, Xuan-Liang Zhang, Keyan Xu et al. · 2 citations

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