ML Research Wiki / Benchmarks / Link Prediction / WN18

WN18

Link Prediction Benchmark

Performance Over Time

📊 Showing 33 results | 📏 Metric: Hits@10

Top Performing Models

Rank Model Paper Hits@10 Date Code
1 OpenKE (han2018openke) PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings 11.00 2020-07-28 📦 pykeen/pykeen 📦 SmartDataAnalytics/PyKEEN
2 LibKGE (ruffinelli2020you) PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings 10.00 2020-07-28 📦 pykeen/pykeen 📦 SmartDataAnalytics/PyKEEN
3 GraphVite (zhu2019graphvite) PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings 6.00 2020-07-28 📦 pykeen/pykeen 📦 SmartDataAnalytics/PyKEEN
4 Inverse Model 📚 Convolutional 2D Knowledge Graph Embeddings 0.96 2017-07-05 📦 TimDettmers/ConvE 📦 INK-USC/RE-Net 📦 thu-keg/eakit
5 LineaRE LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 0.96 2020-04-21 📦 pengyanhui/LineaRE
6 QuatDE QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion 0.96 2021-05-19 📦 hopkin-ghp/QuatDE
7 AutoKGE AutoSF: Searching Scoring Functions for Knowledge Graph Embedding 0.96 2019-04-26 📦 AutoML-4Paradigm/ERAS 📦 AutoML-4Paradigm/S2S 📦 AutoML-Research/S2S
8 MEI (small) Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 0.96 2020-06-29 📦 tranhungnghiep/AnalyzeKGE 📦 tranhungnghiep/MEI-KGE
9 ComplEx-N3 (reciprocal) Canonical Tensor Decomposition for Knowledge Base Completion 0.96 2018-06-19 📦 facebookresearch/kbc 📦 facebookresearch/ssl-relation-prediction 📦 twktheainur/kbc
10 QuatE Quaternion Knowledge Graph Embeddings 0.96 2019-04-23 📦 cheungdaven/QuatE

All Papers (33)