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Benchmarks
Graph reasoning on GraphQA (test)
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100
Edge Existence
GradTAG
96.568
97.459
98.35
99.241
Nov 30, 2025
Edge Existence
Node Degree
Node Count
Edge Count
Connected Nodes
Cycle Check
Disconnected Nodes
Reachability
Shortest Path
Maximum Flow
Triangle Counting
Node Classification
Avg Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Edge Existence
Node Degree
Node Count
Edge Count
Connected Nodes
Cycle Check
Disconnected Nodes
Reachability
Shortest Path
Maximum Flow
Triangle Counting
Node Classification
Avg Accuracy
GradTAG
approach=Multi-Task Le...
2025.11
100
99.2
100
68
99.9
99.4
81.2
97.7
91
46.9
62.1
94.9
86.7
AutoBRANE
2025.11
99.6
99.7
100
73.1
100
99.8
94.6
98.2
90.4
47.7
61.8
99.1
88.7
MTN
approach=fine-tuning a...
2025.11
96.7
98.1
100
67.2
99.5
99.4
81.2
98
86.6
48.1
60.8
94.9
85.9
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