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Benchmarks
Regression on Synthetic two-feature data Square, n=1000
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0.9965
Mean R^2
LightGBM, rel-s features
-0.97794
-0.465345
0.04725
0.559845
Dec 8, 2025
Mean R^2
Std Dev R^2
Updated 4d ago
Evaluation Results
Method
Method
Links
Mean R^2
Std Dev R^2
LightGBM, rel-s features
Sample size (n)=1000
2025.12
0.9965
0.0005
NW + relations
Norm/Embedding Type=L2...
2025.12
0.9874
0.0013
NW + relations
Norm/Embedding Type=le...
2025.12
0.9679
0.0028
NW + relations
Norm/Embedding Type=ML...
2025.12
0.9679
0.0022
TabRel
Sample size (n)=1000
2025.12
0.9279
0.0311
NW, no rel-s info
Norm/Embedding Type=le...
2025.12
0.6623
0.0289
NW, no rel-s info
Norm/Embedding Type=L2...
2025.12
0.6594
0.0297
LightGBM, no rel-s info
Sample size (n)=1000
2025.12
0.6056
0.0392
NW, rel-s features
Sample size (n)=1000
2025.12
-0.902
0.1244
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