Papers by Seungbeom Lee
Plane Geometry Problem Solving with Multi-modal Reasoning: A Survey (2026.findings-eacl)
Copied to clipboard
| Challenge: | Plane geometry problem solving has gained significant attention as a benchmark to assess the multi-modal reasoning capabilities of large vision-language models. |
| Approach: | They present a systematic review of existing work in PGPS and summarize their results. |
| Outcome: | The proposed frameworks are compared with existing frameworks and analyze them according to their architectural designs. |
GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder (2025.findings-emnlp)
Copied to clipboard
| Challenge: | GeoDANO is a geometric vision-language model with a domain-agnostic vision encoder . it is currently limited to recognizing geometric features in general-purpose VLMs . |
| Approach: | They propose a geometric vision-language model with a domain-agnostic vision encoder for plane geometry problems. |
| Outcome: | The proposed model outperforms vision encoders in recognizing geometric features . it outperformed specialized methods for plane geometry problems and GPT-4o on MathVerse . |