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84.6
Hits@1
PoG
47.056
56.803
66.55
76.297
Oct 18, 2024
Jan 1, 2025
Mar 17, 2025
Jun 1, 2025
Aug 15, 2025
Oct 29, 2025
Jan 13, 2026
Hits@1
Updated 4d ago
Evaluation Results
Method
Method
Links
Hits@1
PoG
Class=ICL, LLM=GPT-4,...
2024.10
84.6
PoG-E
Class=ICL, LLM=GPT-4,...
2024.10
82
PoG
Class=ICL, LLM=GPT-3.5...
2024.10
81.8
PoG-E
Class=ICL, LLM=GPT-3.5...
2024.10
76.9
PrivGemo
Type=Proposed, Brain L...
2026.01
74.3
PrivGemo
Type=Proposed, Brain L...
2026.01
69
ARoG
Type=Privacy-aware KGQ...
2026.01
67
PrivGemo
Type=Proposed, Brain L...
2026.01
67
ToG/ToG-R
Class=ICL, LLM=GPT-4,...
2024.10
57.9
ToG
Type=KG-centric RAG, L...
2026.01
57.9
Prior FT SOTA
Class=SL, External Kno...
2024.10
56.3
ToG/ToG-R
Class=ICL, LLM=GPT-3.5...
2024.10
54.5
ToG
Type=KG-centric RAG, L...
2026.01
54.5
SC
LLM=GPT-3.5-Turbo, Ext...
2024.10
50.3
SC
Type=LLM-only, LLM=GPT...
2026.01
50.3
IO prompt
LLM=GPT-3.5-Turbo, Ext...
2024.10
48.7
IO prompt
Type=LLM-only, LLM=GPT...
2026.01
48.7
CoT
LLM=GPT-3.5-Turbo, Ext...
2024.10
48.5
CoT
Type=LLM-only, LLM=GPT...
2026.01
48.5
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