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Textual Graph Reasoning on SceneGraphs

94.86AccuracyAGE G-Retriever
37.535252.417667.382.1824Mar 23, 2026Apr 8, 2026Apr 25, 2026May 11, 2026May 28, 2026Jun 13, 2026Jun 30, 2026

Evaluation results

MethodLinks
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.0694.86
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.1-8B2026.0693.25
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.1-8B2026.0692.76
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.0690.74
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.0690.56
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.0689.3
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.0686.89
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama2-7B2026.0686.83
MixDemo2026.0382.32
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.0682.29
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.0681.84
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama2-7B2026.0681.31
G-Retriever2026.0380.86
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.0675.4
Frozen LLM + Prompt Tuning (PT)2026.0363.72
CoT-BAG2026.0356.8
Zero-CoT2026.0352.6
GraphToken2026.0349.03
KAPING2026.0343.75
Graph-based Inference2026.0342.17
Zero-shot2026.0339.74