Point Editing on Urban geometric editing Level-1
0.187L1 RE ScoreCEAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CEAEEditing Paradigm=Agentic (CEAE), Backbone=LLaMA-3-8B-Instruct2026.02 | 0.187 | 0.975 | |
| DeepSeek-R1-Distill-Qwen-1.5BEditing Paradigm=Single-pass, Backbone=DeepSeek-R1-Distill-Qwen-1.5B2026.02 | 0.197 | 0.716 | |
| Qwen3-8BEditing Paradigm=Single-pass, Backbone=Qwen3-8B2026.02 | 0.201 | 0.702 | |
| Llama-3.1-8B-InstructEditing Paradigm=Single-pass, Backbone=Llama-3.1-8B-Instruct2026.02 | 0.214 | 0.951 | |
| GPT-5-MiniEditing Paradigm=Single-pass, Backbone=GPT-5-Mini2026.02 | 0.234 | 0.984 | |
| GPT-5-NanoEditing Paradigm=Single-pass, Backbone=GPT-5-Nano2026.02 | 0.265 | 0.942 | |
| DeepSeek-R1-Distill-Llama-8BEditing Paradigm=Single-pass, Backbone=DeepSeek-R1-Distill-Llama-8B2026.02 | 0.286 | 0.866 | |
| DeepSeek-R1-Distill-Qwen-14BEditing Paradigm=Single-pass, Backbone=DeepSeek-R1-Distill-Qwen-14B2026.02 | 0.306 | 0.926 | |
| LLaMA-3-8B-InstructEditing Paradigm=Single-pass, Backbone=LLaMA-3-8B-Instruct2026.02 | 0.47 | 0.938 | |
| DeepSeek-R1-Distill-Qwen-7BEditing Paradigm=Single-pass, Backbone=DeepSeek-R1-Distill-Qwen-7B2026.02 | 0.549 | 0.846 | |
| Qwen2.5-7B-InstructEditing Paradigm=Single-pass, Backbone=Qwen2.5-7B-Instruct2026.02 | 0.794 | 0.947 | |
| Qwen2.5-3B-InstructEditing Paradigm=Single-pass, Backbone=Qwen2.5-3B-Instruct2026.02 | 0.839 | 0.932 |