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Learning Sequence Encoders for Temporal Knowledge Graph Completion

arXiv 1809.03202 ↗First posted 10 Sep 2018cs.AI cs.CLcited by 145

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Abstract (arXiv)

Research on link prediction in knowledge graphs has mainly focused on static multi-relational data. In this work we consider temporal knowledge graphs where relations between entities may only hold for a time interval or a specific point in time. In line with previous work on static knowledge graphs, we propose to address this problem by learning latent entity and relation type representations. To incorporate temporal information, we utilize recurrent neural networks to learn time-aware representations of relation types which can be used in conjunction with existing latent factorization methods. The proposed approach is shown to be robust to common challenges in real-world KGs: the sparsity and heterogeneity of temporal expressions. Experiments show the benefits of our approach on four temporal KGs. The data sets are available under a permissive BSD-3 license 1.

Key facts. Cited by 145 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Sep 2018.

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Citing papers per year: 2021: 20; 2022: 25; 2023: 29; 2024: 34; 2025: 12; 2026: 25.

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  1. 2024Large Language Models Can Learn Temporal Reasoningcited by 110
  2. 2021Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learningcited by 106
  3. 2022A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodalcited by 106
  4. 2021Question Answering Over Temporal Knowledge Graphscited by 99
  5. 2021Complex Temporal Question Answering on Knowledge Graphscited by 69
  6. 2021TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecastingcited by 67
  7. 2021Temporal Knowledge Graph Forecasting with Neural ODEcited by 61
  8. 2022Temporal Knowledge Graph Completion: A Surveycited by 61
  9. 2021TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphscited by 59
  10. 2022Temporal Knowledge Graph Reasoning with Historical Contrastive Learningcited by 42
  11. 2024Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoningcited by 41
  12. 2021Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphscited by 39
38 more
  1. 2023Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learningcited by 36
  2. 2024TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphscited by 35
  3. 2021ChronoR: Rotation Based Temporal Knowledge Graph Embeddingcited by 34
  4. 2021Temporal Knowledge Graph Completion using Box Embeddingscited by 34
  5. 2023Dipping PLMs Sauce: Bridging Structure and Text for Effective Knowledge Graph Completion via Conditional Soft Promptingcited by 33
  6. 2022Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completioncited by 32
  7. 2022Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoningcited by 30
  8. 2024A Survey on Temporal Knowledge Graph: Representation Learning and Applicationscited by 30
  9. 2022EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphscited by 27
  10. 2022Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphscited by 26
  11. 2024Question Calibration and Multi-Hop Modeling for Temporal Question Answeringcited by 25
  12. 2023TEILP: Time Prediction over Knowledge Graphs via Logical Reasoningcited by 23
  13. 2022Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphscited by 21
  14. 2022Open-world Story Generation with Structured Knowledge Enhancement: A Comprehensive Surveycited by 21
  15. 2024TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphscited by 21
  16. 2021What is Event Knowledge Graph: A Surveycited by 19
  17. 2023Unsupervised Entity Alignment for Temporal Knowledge Graphscited by 19
  18. 2024Contextualization Distillation from Large Language Model for Knowledge Graph Completioncited by 18
  19. 2024Chain-of-History Reasoning for Temporal Knowledge Graph Forecastingcited by 17
  20. 2022Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge Graphscited by 16
  21. 2023A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospectscited by 14
  22. 2022TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graphcited by 13
  23. 2024Faithful Temporal Question Answering over Heterogeneous Sourcescited by 13
  24. 2024RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answeringcited by 13
  25. 2021Hyperbolic Temporal Knowledge Graph Embeddings with Relational and Time Curvaturescited by 12
  26. 2022HiSMatch: Historical Structure Matching based Temporal Knowledge Graph Reasoningcited by 11
  27. 2023HGE: Embedding Temporal Knowledge Graphs in a Product Space of Heterogeneous Geometric Subspacescited by 10
  28. 2024Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completioncited by 10
  29. 2022RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completioncited by 9
  30. 2023Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Predictioncited by 9
  31. 2023Adaptive Path-Memory Network for Temporal Knowledge Graph Reasoningcited by 9
  32. 2023Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completioncited by 9
  33. 2023Temporal Inductive Path Neural Network for Temporal Knowledge Graph Reasoningcited by 9
  34. 2023On the Evolution of Knowledge Graphs: A Survey and Perspectivecited by 9
  35. 2023An Investigation of LLMs' Inefficacy in Understanding Converse Relationscited by 9
  36. 2024IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completioncited by 9
  37. 2024A Unified Temporal Knowledge Graph Reasoning Model Towards Interpolation and Extrapolationcited by 9
  38. 2024Temporal Knowledge Graph Question Answering: A Surveycited by 9

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