Relevant papers

Nausheen Fatma edited this page Jun 20, 2017 · 20 revisions

Papers

Model Conference/Year Title Paper GitHub Dataset(s)
TransE NIPS 2013 Translating Embeddings for Modeling Multi-relational Data https://www.utc.fr/~bordesan/dokuwiki/_media/en/transe_nips13.pdf https://github.com/glorotxa/SME [1,2]
DistMult ICLR 2015 Embedding entities and relations for learning and inference in knowledge bases https://arxiv.org/pdf/1412.6575.pdf https://github.com/ttrouill/complex [1,2]
TransR AAAI 2015 Learning Entity and Relation Embeddings for Knowledge Graph Completion https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/download/9571/9523 https://github.com/thunlp/KB2E/tree/master/TransR [1,2]
HolE AAAI 2016 Holographic Embeddings of Knowledge Graphs https://arxiv.org/abs/1510.04935 https://github.com/mnick/holographic-embeddings [1,2]
CompLex ICML 2016 Complex Embeddings for Simple Link Prediction http://proceedings.mlr.press/v48/trouillon16.pdf https://github.com/ttrouill/complex [1,2]
fastText arXiv 2016 Bag of Tricks for Efficient Text Classification https://arxiv.org/pdf/1607.01759.pdf https://github.com/facebookresearch/fastText [3]
SSP AAAI 2017 SSP: Semantic Space Projection for Knowledge Graph Embedding with Text Descriptions https://arxiv.org/pdf/1604.04835.pdf https://github.com/BookmanHan/Embedding [1,2]

Datasets

# Dataset Link
1 FB15k https://everest.hds.utc.fr/lib/exe/fetch.php?media=en:fb15k.tgz
2 WN18 https://everest.hds.utc.fr/lib/exe/fetch.php?media=en:wordnet-mlj12.tar.gz
3 YFCC100M https://research.fb.com/projects/fasttext/
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