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Models/KGLM

KGLM

Reported on 12 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs12 results

Link PredictiononUMLS
Hits@10· 2022-11-04
0.995
best: 1 (LP-BERT)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononUMLS
MR· 2022-11-04
1.19
best: 5.52 (DistMult)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononWN18RR
Hits@1· 2022-11-04
0.33
best: 0.665 (MoCoKGC)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononWN18RR
Hits@10· 2022-11-04
0.741
best: 0.881 (MoCoKGC)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononWN18RR
Hits@3· 2022-11-04
0.538
best: 0.792 (MoCoKGC)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononWN18RR
MR· 2022-11-04
40.18
best: 13526 (Inverse Model)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononWN18RR
MRR· 2022-11-04
0.467
best: 0.742 (MoCoKGC)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononFB15k-237
Hits@1· 2022-11-04
0.2
best: 0.321 (NBFNet)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononFB15k-237
Hits@10· 2022-11-04
0.468
best: 0.599 (NBFNet)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononFB15k-237
Hits@3· 2022-11-04
0.314
best: 0.454 (NBFNet)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononFB15k-237
MR· 2022-11-04
125.9
best: 7030 (Inverse Model)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744
Link PredictiononFB15k-237
MRR· 2022-11-04
0.289
best: 0.415 (NBFNet)
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction arXiv:2211.02744