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Graph Question Answering on SceneGraphs (test)
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87.68
Accuracy
TopoRAG w/ LoRA
37.8224
50.7662
63.71
76.6538
Feb 22, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
TopoRAG w/ LoRA
Setting=Tuned LLM
2026.02
87.68
G-Retriever w/ LoRA
Setting=Tuned LLM
2026.02
86.83
TopoRAG
Setting=Frozen LLM w/ PT
2026.02
83.62
GNN-RAG
Setting=Tuned LLM
2026.02
81.49
G-Retriever
Setting=Frozen LLM w/ PT
2026.02
81.31
SubgraphRAG
Setting=Frozen LLM w/ PT
2026.02
80.74
LoRA
Setting=Tuned LLM
2026.02
78.62
Prompt tuning
Setting=Frozen LLM w/ PT
2026.02
63.41
CoT-BAG
Setting=Inference-only
2026.02
56.8
Zero-CoT
Setting=Inference-only
2026.02
52.6
GraphToken
Setting=Frozen LLM w/ PT
2026.02
49.03
KAPING
Setting=Inference-only
2026.02
43.75
Zero-shot
Setting=Inference-only
2026.02
39.74
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