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Benchmarks
Graph Clustering on BD-100K
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94.3
NMI
DyG-RoLLM
78.7
82.75
86.8
90.85
Mar 14, 2026
NMI
NF1
Updated 1mo ago
Evaluation Results
Method
Method
Links
NMI
NF1
DyG-RoLLM
Method Category=LLMs
2026.03
94.3
90.9
ROLAND
Method Category=NN-based
2026.03
92.8
85.1
DyG-MF
Method Category=MF-based
2026.03
92.3
86.8
TGC
Method Category=NN-based
2026.03
92
84.5
RNNGCN
Method Category=NN-based
2026.03
90.8
84.9
node2vec
Method Category=NN-based
2026.03
90.3
84.2
SepNE
Method Category=NN-based
2026.03
89.1
82.2
ComGPT
Method Category=LLMs
2026.03
82.5
65.9
DSCPCD
Method Category=NN-based
2026.03
81.2
65.8
CommLLM
Method Category=LLMs
2026.03
79.3
63.2
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