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Multi-Hop Knowledge Graph Question Answering on QALD en 10
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70.3
Hits@1
PrivGemo
40.868
48.509
56.15
63.791
Nov 11, 2025
Nov 21, 2025
Dec 2, 2025
Dec 12, 2025
Dec 23, 2025
Jan 2, 2026
Jan 13, 2026
Hits@1
Updated 1d ago
Evaluation Results
Method
Method
Links
Hits@1
PrivGemo
Type=Proposed, Brain L...
2026.01
70.3
PrivGemo
Type=Proposed, Brain L...
2026.01
68.8
PrivGemo
Type=Proposed, Brain L...
2026.01
61
Logits-to-Logic
Backbone LLM=LLaMA3.1-...
2025.11
59.2
ToG
Type=KG-centric RAG, L...
2026.01
54.7
ToG-R
Backbone LLM=GPT4, Rea...
2025.11
54.7
ToG-2
Type=KG-centric RAG, L...
2026.01
54.1
ToG
Backbone LLM=GPT4, Rea...
2025.11
53.8
ToG
Type=KG-centric RAG, L...
2026.01
50.2
ToG
Backbone LLM=ChatGPT,...
2025.11
50.2
ToG-R
Backbone LLM=ChatGPT,...
2025.11
48.6
SC
Type=LLM-only, LLM=GPT...
2026.01
45.3
SC
Backbone LLM=ChatGPT,...
2025.11
45.3
CoT
Type=LLM-only, LLM=GPT...
2026.01
42.9
CoT
Backbone LLM=ChatGPT,...
2025.11
42.9
IO prompt
Type=LLM-only, LLM=GPT...
2026.01
42
IO prompt
Backbone LLM=ChatGPT,...
2025.11
42
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