Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Single-Hop Knowledge Graph Question Answering on Simple Questions
Loading...
85.8
Hits@1
Prior FT SOTA
16.224
34.287
52.35
70.413
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
Prior FT SOTA
Class=SL, External Kno...
2024.10
85.8
PoG
Class=ICL, LLM=GPT-4,...
2024.10
84
PrivGemo
Type=Proposed, Brain L...
2026.01
83.8
PoG-E
Class=ICL, LLM=GPT-4,...
2024.10
81.2
PoG
Class=ICL, LLM=GPT-3.5...
2024.10
80.8
PrivGemo
Type=Proposed, Brain L...
2026.01
80.2
PrivGemo
Type=Proposed, Brain L...
2026.01
79.6
PoG-E
Class=ICL, LLM=GPT-3.5...
2024.10
78.3
ToG/ToG-R
Class=ICL, LLM=GPT-4,...
2024.10
66.7
ToG
Type=KG-centric RAG, L...
2026.01
66.7
ToG/ToG-R
Class=ICL, LLM=GPT-3.5...
2024.10
53.6
ToG
Type=KG-centric RAG, L...
2026.01
53.6
CoT
LLM=GPT-3.5-Turbo, Ext...
2024.10
20.3
CoT
Type=LLM-only, LLM=GPT...
2026.01
20.3
IO prompt
LLM=GPT-3.5-Turbo, Ext...
2024.10
20
IO prompt
Type=LLM-only, LLM=GPT...
2026.01
20
SC
LLM=GPT-3.5-Turbo, Ext...
2024.10
18.9
SC
Type=LLM-only, LLM=GPT...
2026.01
18.9
Feedback
Search any
task
Search any
task