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Knowledge Base Question Answering on GrailQA (Hits@1, F1)
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80.4
Hits@1
STAR
22.056
37.203
52.35
67.497
Apr 11, 2026
Hits@1
F1 Score
Updated 14d ago
Evaluation Results
Method
Method
Links
Hits@1
F1 Score
STAR
Setting=Lightweight Re...
2026.04
80.4
76.3
Graph CoT
Setting=LLM-centric Re...
2026.04
78.3
73.1
RoG
Setting=LLM-centric Re...
2026.04
73.1
63.8
RD-P
Setting=Lightweight Re...
2026.04
71.3
67.9
ToG
Setting=LLM-centric Re...
2026.04
69.8
60.4
DALK
Setting=Lightweight Re...
2026.04
56.7
49.1
GRAG
Setting=Lightweight Re...
2026.04
49.5
53.2
G-Retriever
Setting=Lightweight Re...
2026.04
48.5
49.8
DeepSeek-R1-70B
Setting=LLM without KG...
2026.04
41.9
34.2
Llama3.3-70B
Setting=LLM without KG...
2026.04
26.3
20.3
Qwen2.5-72B
Setting=LLM without KG...
2026.04
24.3
18.3
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