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Graph Question Answering on ExplaGraphs (test)
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91.51
Accuracy
TopoRAG w/ LoRA
55.0996
64.5523
74.005
83.4577
Feb 22, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
TopoRAG w/ LoRA
Setting=Tuned LLM
2026.02
91.51
TopoRAG
Setting=Frozen LLM w/ PT
2026.02
88.99
G-Retriever w/ LoRA
Setting=Tuned LLM
2026.02
87.05
LoRA
Setting=Tuned LLM
2026.02
85.38
SubgraphRAG
Setting=Frozen LLM w/ PT
2026.02
85.35
G-Retriever
Setting=Frozen LLM w/ PT
2026.02
85.16
GraphToken
Setting=Frozen LLM w/ PT
2026.02
85.08
GNN-RAG
Setting=Tuned LLM
2026.02
84.66
KAPING
Setting=Inference-only
2026.02
62.27
CoT-BAG
Setting=Inference-only
2026.02
57.94
Prompt tuning
Setting=Frozen LLM w/ PT
2026.02
57.63
Zero-CoT
Setting=Inference-only
2026.02
57.04
Zero-shot
Setting=Inference-only
2026.02
56.5
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