Textual Graph Reasoning on SceneGraphs
94.86AccuracyAGE G-Retriever
Evaluation Results
| Method | Links | |
|---|---|---|
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.06 | 94.86 | |
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.1-8B2026.06 | 93.25 | |
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.1-8B2026.06 | 92.76 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.06 | 90.74 | |
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.06 | 90.56 | |
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.06 | 89.3 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.06 | 86.89 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama2-7B2026.06 | 86.83 | |
| MixDemo2026.03 | 82.32 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.06 | 82.29 | |
| AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.06 | 81.84 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama2-7B2026.06 | 81.31 | |
| G-Retriever2026.03 | 80.86 | |
| G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.06 | 75.4 | |
| Frozen LLM + Prompt Tuning (PT)2026.03 | 63.72 | |
| CoT-BAG2026.03 | 56.8 | |
| Zero-CoT2026.03 | 52.6 | |
| GraphToken2026.03 | 49.03 | |
| KAPING2026.03 | 43.75 | |
| Graph-based Inference2026.03 | 42.17 | |
| Zero-shot2026.03 | 39.74 |