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Benchmarks
Top-N Recommendation on MovieLens 2024 (test 20% temporal hold-out)
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0.1089
nDCG@10
GraphTM
0.001052
0.029051
0.05705
0.085049
Jul 20, 2025
nDCG@10
HR@10
Item Coverage
Updated 27d ago
Evaluation Results
Method
Method
Links
nDCG@10
HR@10
Item Coverage
GraphTM
clauses=2000, T=10,000...
2025.07
0.1089
0.596
521
ItemKNN
type=Nearest neighbor-...
2025.07
0.1083
0.5776
1,231
UserKNN
type=Nearest neighbor-...
2025.07
0.1007
0.5336
1,844
MultiDAE
type=Model-based
2025.07
0.0969
0.5576
1,401
BPRMF
type=Model-based
2025.07
0.0828
0.4498
106
NeuMF
type=Model-based
2025.07
0.0661
0.4444
111
StdTM
clauses=2,000, maximum...
2025.07
0.0487
0.3684
257
MostPop
type=Heuristic
2025.07
0.0364
0.2942
10
Random
type=Heuristic
2025.07
0.0052
0.0873
3,582
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