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Benchmarks
Inductive Link Prediction on NELL V4 (Hit@10, MRR)
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77.2
Hit@10
TRIX
54.736
60.568
66.4
72.232
Oct 15, 2025
Hit@10
MRR
Updated 1mo ago
Evaluation Results
Method
Method
Links
Hit@10
MRR
TRIX
Setup=fine-tuning (FT)
2025.10
77.2
55.1
KRLM
Setup=fine-tuning (FT)
2025.10
77.2
55.4
MKGL
2025.10
76.9
53.5
PROLINK
Backbone=Llama2-7b
2025.10
76.9
53.3
TRIX
Setup=pre-training (PT)
2025.10
76.5
53.8
MOTIF
Setup=fine-tuning (FT)
2025.10
74
50.7
KRLM
Setup=pre-training (PT)
2025.10
73.9
54.4
ULTRA
Setup=fine-tuning (FT)
2025.10
73.3
46.9
ULTRA
Setup=pre-training (PT)
2025.10
71.2
47.9
MOTIF
Setup=pre-training (PT)
2025.10
71.1
50.3
Supervised SOTA
2025.10
55.6
36.3
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