Graph Question Answering on SceneGraphs (test)
87.68AccuracyTopoRAG w/ LoRA
Evaluation results
| Method | Links | |
|---|---|---|
| TopoRAG w/ LoRASetting=Tuned LLM2026.02 | 87.68 | |
| G-Retriever w/ LoRASetting=Tuned LLM2026.02 | 86.83 | |
| TopoRAGSetting=Frozen LLM w/ PT2026.02 | 83.62 | |
| GNN-RAGSetting=Tuned LLM2026.02 | 81.49 | |
| G-RetrieverSetting=Frozen LLM w/ PT2026.02 | 81.31 | |
| SubgraphRAGSetting=Frozen LLM w/ PT2026.02 | 80.74 | |
| LoRASetting=Tuned LLM2026.02 | 78.62 | |
| Prompt tuningSetting=Frozen LLM w/ PT2026.02 | 63.41 | |
| CoT-BAGSetting=Inference-only2026.02 | 56.8 | |
| Zero-CoTSetting=Inference-only2026.02 | 52.6 | |
| GraphTokenSetting=Frozen LLM w/ PT2026.02 | 49.03 | |
| KAPINGSetting=Inference-only2026.02 | 43.75 | |
| Zero-shotSetting=Inference-only2026.02 | 39.74 |