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Benchmarks
Total Resource Consumption on WebQSP (Knowledge Graph Reasoning)
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9
Number of LLM Calls
PoG
0.68
2.84
5
7.16
Nov 11, 2025
Number of LLM Calls
Total Tokens
Total Cost ($)
Updated 1d ago
Evaluation Results
Method
Method
Links
Number of LLM Calls
Total Tokens
Total Cost ($)
PoG
Reasoning Category=Age...
2025.11
9
5,517.7
0.0011
ToG
Reasoning Category=Age...
2025.11
8.8
10,189.4
0.0021
DoG
Reasoning Category=Age...
2025.11
2.7
6,114.5
0.001
GCR
Reasoning Category=Age...
2025.11
2
231
-
CoT
Reasoning Category=LLM...
2025.11
1
397.6
0.0001
KG-CoT
Reasoning Category=Age...
2025.11
1
-
0.02
Logits-to-Logic
Reasoning Category=Age...
2025.11
1
716.9
-
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