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SotA/Knowledge Base/Knowledge Graph Completion

Knowledge Graph Completion

98 benchmarks482 papers

Knowledge graphs $G$ are represented as a collection of triples $\\{(h, r, t)\\}\subseteq E\times R\times E$ , where $E$ and $R$ are the entity set and relation set. The task of Knowledge Graph Completion is to either predict unseen relations $r$ between two existing entities: $(h, ?, t)$ or predict the tail entity $t$ given the head entity and the query relation: $(h, r, ?)$ .

<span class="description-source">Source: One-Shot Relational Learning for Knowledge Graphs </span>

Benchmarks

Knowledge Graph Completion on MARS (Multimodal Analogical Reasoning dataSet)

Knowledge Graph Completion on FB15k

MRR 1p MRR 2i MRR 2p MRR 2u MRR 3i MRR ip MRR 3p MRR pi MRR up Hits@3 1p Hits@3 2i Hits@3 2p Hits@3 2u Hits@3 3i Hits@3 3p Hits@3 ip Hits@3 pi Hits@3 up

Knowledge Graph Completion on FB15k-237

MRR 3i MRR 1p MRR 2i MRR 2p MRR 2u MRR 3p MRR ip MRR pi MRR up Hits@10 Hits@3 1p Hits@3 2i Hits@3 2p Hits@3 2u Hits@3 3i Hits@3 3p Hits@3 ip Hits@3 pi Hits@3 up Hits@1 Hits@3 MR MRR

Knowledge Graph Completion on NELL-995

MRR 1p MRR 2i MRR ip MRR 2p MRR 2u MRR 3i MRR 3p MRR pi MRR up

Knowledge Graph Completion on JerichoWorld

Knowledge Graph Completion on WikiKG90M-LSC

Test MRR Validation MRR

Knowledge Graph Completion on DBP-5L (English)

Knowledge Graph Completion on DBP-5L (Greek)

Knowledge Graph Completion on DPB-5L (French)

Knowledge Graph Completion on FB15k

Knowledge Graph Completion on NELL995

Hits@3 2p Hits@3 3p Hits@3 ip Hits@3 pi Hits@3 up Hits@3 1p Hits@3 2i Hits@3 2u Hits@3 3i

Knowledge Graph Completion on WN18RR

Hits@3 Hits@1 Hits@10

Knowledge Graph Completion on Wikidata5m-ind

Hits@1 Hits@10 Hits@3 MRR

Knowledge Graph Completion on DBbook2014

Hits@10 Mean Rank

Knowledge Graph Completion on FB15k-237-ind

Hit@1 Hits@10 Hits@3 MRR

Knowledge Graph Completion on MovieLens 1M

Hits@10 Mean Rank

Knowledge Graph Completion on Noun Phrase Canonicalization

Ambiguous dataset Base Dataset ReVerb45k

Knowledge Graph Completion on PubMedQA corpus with metadata

Knowledge Graph Completion on WD50K-NFOL

AVGn-MRR AVGp-MRR

Knowledge Graph Completion on WD50K-QE

Knowledge Graph Completion on WN18RR-ind

Hit@10 Hits@1 Hits@3 MRR

Knowledge Graph Completion on YAGO39K

Accuracy F1-Score Precision Recall

Knowledge Graph Completion on .

Delay (seconds)