paper-with-me

FB15k

Freebase 15K

홈페이지 · 논문 641편

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

Graphs

벤치마크

Link Prediction on FB15k-237 결과 76개
Complex Query Answering on FB15k 결과 36개
Complex Query Answering on FB15k-237 결과 36개
Link Prediction on FB15k 결과 23개
Knowledge Graph Completion on FB15k-237 결과 16개
Link Prediction on FB15k 결과 10개
Knowledge Graphs on FB15k 결과 8개
Knowledge Graph Embedding on FB15k 결과 5개
Link Prediction on FB15k (filtered) 결과 1개