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Datasets/FB15k

FB15k

Freebase 15K

GraphsCC BY 2.5Introduced 2013-01-01

The FB15k dataset contains knowledge base relation triples and textual mentions of Freebase entity pairs. It has a total of 592,213 triplets with 14,951 entities and 1,345 relationships. FB15K-237 is a variant of the original dataset where inverse relations are removed, since it was found that a large number of test triplets could be obtained by inverting triplets in the training set.

Source: https://www.microsoft.com/en-us/download/details.aspx?id=52312 Image Source: http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data.pdf

Benchmarks

Graph Embedding/MRRGraph Representation Learning/MRRInductive knowledge graph completion/MRR 1pInductive knowledge graph completion/MRR 2iInductive knowledge graph completion/MRR 2pInductive knowledge graph completion/MRR 2uInductive knowledge graph completion/MRR 3iInductive knowledge graph completion/MRR 3pInductive knowledge graph completion/MRR ipInductive knowledge graph completion/MRR piInductive knowledge graph completion/MRR upInductive knowledge graph completion/Hits@3 1pInductive knowledge graph completion/Hits@3 2iInductive knowledge graph completion/Hits@3 2pInductive knowledge graph completion/Hits@3 2uInductive knowledge graph completion/Hits@3 3iInductive knowledge graph completion/Hits@3 3pInductive knowledge graph completion/Hits@3 ipInductive knowledge graph completion/Hits@3 piInductive knowledge graph completion/Hits@3 upKnowledge Graph Completion/MRR 1pKnowledge Graph Completion/MRR 2iKnowledge Graph Completion/MRR 2pKnowledge Graph Completion/MRR 2uKnowledge Graph Completion/MRR 3iKnowledge Graph Completion/MRR 3pKnowledge Graph Completion/MRR ipKnowledge Graph Completion/MRR piKnowledge Graph Completion/MRR upKnowledge Graph Completion/Hits@3 1pKnowledge Graph Completion/Hits@3 2iKnowledge Graph Completion/Hits@3 2pKnowledge Graph Completion/Hits@3 2uKnowledge Graph Completion/Hits@3 3iKnowledge Graph Completion/Hits@3 3pKnowledge Graph Completion/Hits@3 ipKnowledge Graph Completion/Hits@3 piKnowledge Graph Completion/Hits@3 upKnowledge Graph Embedding/MRRKnowledge Graphs/MRR 1pKnowledge Graphs/MRR 2iKnowledge Graphs/MRR 2pKnowledge Graphs/MRR 2uKnowledge Graphs/MRR 3iKnowledge Graphs/MRR 3pKnowledge Graphs/MRR ipKnowledge Graphs/MRR piKnowledge Graphs/MRR upKnowledge Graphs/Hits@3 1pKnowledge Graphs/Hits@3 2iKnowledge Graphs/Hits@3 2pKnowledge Graphs/Hits@3 2uKnowledge Graphs/Hits@3 3iKnowledge Graphs/Hits@3 3pKnowledge Graphs/Hits@3 ipKnowledge Graphs/Hits@3 piKnowledge Graphs/Hits@3 upLarge Language Model/MRR 1pLarge Language Model/MRR 2iLarge Language Model/MRR 2pLarge Language Model/MRR 2uLarge Language Model/MRR 3iLarge Language Model/MRR 3pLarge Language Model/MRR ipLarge Language Model/MRR piLarge Language Model/MRR upLarge Language Model/Hits@3 1pLarge Language Model/Hits@3 2iLarge Language Model/Hits@3 2pLarge Language Model/Hits@3 2uLarge Language Model/Hits@3 3iLarge Language Model/Hits@3 3pLarge Language Model/Hits@3 ipLarge Language Model/Hits@3 piLarge Language Model/Hits@3 upLink Prediction/MRRLink Prediction/Hits@1Link Prediction/Hits@3Link Prediction/Hits@10Link Prediction/MRLink Prediction/MRR rawLink Prediction/Hits@5Representation Learning/MRR

Related Benchmarks

FB15k (filtered)/Link Prediction/Hits@10FB15k (filtered)/Link Prediction/MRFB15k-237/Inductive knowledge graph completion/Hits@1FB15k-237/Inductive knowledge graph completion/Hits@10FB15k-237/Inductive knowledge graph completion/Hits@3FB15k-237/Inductive knowledge graph completion/Hits@3 1pFB15k-237/Inductive knowledge graph completion/Hits@3 2iFB15k-237/Inductive knowledge graph completion/Hits@3 2pFB15k-237/Inductive knowledge graph completion/Hits@3 2uFB15k-237/Inductive knowledge graph completion/Hits@3 3iFB15k-237/Inductive knowledge graph completion/Hits@3 3pFB15k-237/Inductive knowledge graph completion/Hits@3 ipFB15k-237/Inductive knowledge graph completion/Hits@3 piFB15k-237/Inductive knowledge graph completion/Hits@3 upFB15k-237/Inductive knowledge graph completion/MRFB15k-237/Inductive knowledge graph completion/MRRFB15k-237/Inductive knowledge graph completion/MRR 1pFB15k-237/Inductive knowledge graph completion/MRR 2iFB15k-237/Inductive knowledge graph completion/MRR 2pFB15k-237/Inductive knowledge graph completion/MRR 2uFB15k-237/Inductive knowledge graph completion/MRR 3iFB15k-237/Inductive knowledge graph completion/MRR 3pFB15k-237/Inductive knowledge graph completion/MRR ipFB15k-237/Inductive knowledge graph completion/MRR piFB15k-237/Inductive knowledge graph completion/MRR upFB15k-237/Knowledge Graph Completion/Hits@1FB15k-237/Knowledge Graph Completion/Hits@10FB15k-237/Knowledge Graph Completion/Hits@3FB15k-237/Knowledge Graph Completion/Hits@3 1pFB15k-237/Knowledge Graph Completion/Hits@3 2iFB15k-237/Knowledge Graph Completion/Hits@3 2pFB15k-237/Knowledge Graph Completion/Hits@3 2uFB15k-237/Knowledge Graph Completion/Hits@3 3iFB15k-237/Knowledge Graph Completion/Hits@3 3pFB15k-237/Knowledge Graph Completion/Hits@3 ipFB15k-237/Knowledge Graph Completion/Hits@3 piFB15k-237/Knowledge Graph Completion/Hits@3 upFB15k-237/Knowledge Graph Completion/MRFB15k-237/Knowledge Graph Completion/MRRFB15k-237/Knowledge Graph Completion/MRR 1pFB15k-237/Knowledge Graph Completion/MRR 2iFB15k-237/Knowledge Graph Completion/MRR 2pFB15k-237/Knowledge Graph Completion/MRR 2uFB15k-237/Knowledge Graph Completion/MRR 3iFB15k-237/Knowledge Graph Completion/MRR 3pFB15k-237/Knowledge Graph Completion/MRR ipFB15k-237/Knowledge Graph Completion/MRR piFB15k-237/Knowledge Graph Completion/MRR upFB15k-237/Knowledge Graphs/Hits@1FB15k-237/Knowledge Graphs/Hits@10FB15k-237/Knowledge Graphs/Hits@3FB15k-237/Knowledge Graphs/Hits@3 1pFB15k-237/Knowledge Graphs/Hits@3 2iFB15k-237/Knowledge Graphs/Hits@3 2pFB15k-237/Knowledge Graphs/Hits@3 2uFB15k-237/Knowledge Graphs/Hits@3 3iFB15k-237/Knowledge Graphs/Hits@3 3pFB15k-237/Knowledge Graphs/Hits@3 ipFB15k-237/Knowledge Graphs/Hits@3 piFB15k-237/Knowledge Graphs/Hits@3 upFB15k-237/Knowledge Graphs/MRFB15k-237/Knowledge Graphs/MRRFB15k-237/Knowledge Graphs/MRR 1pFB15k-237/Knowledge Graphs/MRR 2iFB15k-237/Knowledge Graphs/MRR 2pFB15k-237/Knowledge Graphs/MRR 2uFB15k-237/Knowledge Graphs/MRR 3iFB15k-237/Knowledge Graphs/MRR 3pFB15k-237/Knowledge Graphs/MRR ipFB15k-237/Knowledge Graphs/MRR piFB15k-237/Knowledge Graphs/MRR upFB15k-237/Large Language Model/Hits@1FB15k-237/Large Language Model/Hits@10FB15k-237/Large Language Model/Hits@3FB15k-237/Large Language Model/Hits@3 1pFB15k-237/Large Language Model/Hits@3 2iFB15k-237/Large Language Model/Hits@3 2pFB15k-237/Large Language Model/Hits@3 2uFB15k-237/Large Language Model/Hits@3 3iFB15k-237/Large Language Model/Hits@3 3pFB15k-237/Large Language Model/Hits@3 ipFB15k-237/Large Language Model/Hits@3 piFB15k-237/Large Language Model/Hits@3 upFB15k-237/Large Language Model/MRFB15k-237/Large Language Model/MRRFB15k-237/Large Language Model/MRR 1pFB15k-237/Large Language Model/MRR 2iFB15k-237/Large Language Model/MRR 2pFB15k-237/Large Language Model/MRR 2uFB15k-237/Large Language Model/MRR 3iFB15k-237/Large Language Model/MRR 3pFB15k-237/Large Language Model/MRR ipFB15k-237/Large Language Model/MRR piFB15k-237/Large Language Model/MRR upFB15k-237/Link Prediction/Hit@1FB15k-237/Link Prediction/Hit@10FB15k-237/Link Prediction/Hits@1FB15k-237/Link Prediction/Hits@10FB15k-237/Link Prediction/Hits@3FB15k-237/Link Prediction/MRFB15k-237/Link Prediction/MRRFB15k-237/Link Prediction/training time (s)FB15k-237-ind/Inductive knowledge graph completion/Hit@1FB15k-237-ind/Inductive knowledge graph completion/Hits@10FB15k-237-ind/Inductive knowledge graph completion/Hits@3FB15k-237-ind/Inductive knowledge graph completion/MRRFB15k-237-ind/Knowledge Graph Completion/Hit@1FB15k-237-ind/Knowledge Graph Completion/Hits@10FB15k-237-ind/Knowledge Graph Completion/Hits@3FB15k-237-ind/Knowledge Graph Completion/MRRFB15k-237-ind/Knowledge Graphs/Hit@1FB15k-237-ind/Knowledge Graphs/Hits@10FB15k-237-ind/Knowledge Graphs/Hits@3FB15k-237-ind/Knowledge Graphs/MRRFB15k-237-ind/Large Language Model/Hit@1FB15k-237-ind/Large Language Model/Hits@10FB15k-237-ind/Large Language Model/Hits@3FB15k-237-ind/Large Language Model/MRRFB15k-237-ind/Link Prediction/Hits@1FB15k-237-ind/Link Prediction/Hits@10FB15k-237-ind/Link Prediction/Hits@3FB15k-237-ind/Link Prediction/MRR

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Complex Query AnsweringGraph EmbeddingGraph Representation LearningInductive knowledge graph completionKnowledge Graph CompletionKnowledge Graph EmbeddingKnowledge GraphsLarge Language ModelLink PredictionRepresentation Learning