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Liangcheng Song

2 accepted papers

2026

Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean

ICML 2026poster

Recent formal reasoning systems achieve IMO-level performance, but create a fragmented landscape: algebra and number theory use Lean, while geometry relies on domain-specific languages with limited formal guarantees. This fragmentation increases the trusted computing base and hinders unified model d…

Cited by 0SourceScholar
2025

Reviving DSP for Advanced Theorem Proving in the Era of Reasoning Models

NeurIPS 2025poster

Recent advancements, such as DeepSeek-Prover-V2-671B and Kimina-Prover-Preview-72B, demonstrate a prevailing trend in leveraging reinforcement learning (RL)-based large-scale training for automated theorem proving. Surprisingly, we discover that even without any training, careful neuro-symbolic coor…

Cited by 0SourceScholar