Papers by Fang Niu
Adaptive Text2GQL: Integrating Structural Twig Linking and Evolutionary In-Context Learning (2026.acl-long)
Copied to clipboard
| Challenge: | Existing approaches struggle with structural hallucinations and lack adaptability in cold-start scenarios. |
| Approach: | They propose a unified, training-free framework for translating natural language into Graph Query Languages. |
| Outcome: | The proposed framework improves accuracy and executability over baselines in Graph2GQLs. |
Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards (2026.acl-long)
Copied to clipboard
Tianhao Niu, Ziyu Han, Qiguang Chen, Shiqi Zhou, Baocai Shan, Hengjie Fang, Qingfu Zhu, Wanxiang Che
| Challenge: | Existing efforts to generate static visualizations focus on static charts and interactive dashboards. |
| Approach: | They propose a dashboard2code task that requires a model to explore an interactive dashboard, acquire feedback from its own interactions and generate code that reproduces the target dashboard. |
| Outcome: | The proposed task is based on 180 carefully designed and manually verified dashboard–code pairs spanning three difficulty levels and covering eight common real-world interaction patterns. |