Papers › InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities

InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities

10 Feb 2022arXiv:2202.04897archive 2025-07-28

Baoxin Wang, Qingye Meng, Ziyue Wang, Honghong Zhao, Dayong Wu, Wanxiang Che, Shijin Wang, Zhigang Chen, Cong Liu

Knowledge graph embedding (KGE) models learn the representation of entities and relations in knowledge graphs. Distance-based methods show promising performance on link prediction task, which predicts the result by the distance between two entity representations. However, most of these methods represent the head entity and tail entity separately, which limits the model capacity. We propose two novel distance-based methods named InterHT and InterHT+ that allow the head and tail entities to interact better and get better entity representation. Experimental results show that our proposed method achieves the best results on ogbl-wikikg2 dataset.

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Tasks

Graph EmbeddingKnowledge Graph EmbeddingKnowledge Graph EmbeddingsKnowledge GraphsLink Prediction

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Link Property Prediction ogbl-wikikg2 InterHT+ Ext. data No #4 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ Number of params 156332770 #4 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ Test MRR 0.7293 ± 0.0018 #4 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ Validation MRR 0.7391 ± 0.0023 #4 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ (256dim) Ext. data No #5 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ (256dim) Number of params 148000738 #5 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ (256dim) Test MRR 0.7257 ± 0.0018 #5 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT+ (256dim) Validation MRR 0.7370 ± 0.0022 #5 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT Ext. data No #9 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT Number of params 19215402 #9 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT Test MRR 0.6779 ± 0.0018 #9 of 30 Archive leaderboard report
Link Property Prediction ogbl-wikikg2 InterHT Validation MRR 0.6893 ± 0.0015 #9 of 30 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

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