AKGR: Awesome Knowledge Graph Reasoning
AKGR is a collection of knowledge graph reasoning works, including papers, codes and datasets :fire:. Any problems, please contact liangke200694@126.com or liangke200694@gmail.com. Any other interesting papers or codes are welcome. If you find this repository useful to your research or work, it is really appreciated to star this repository.:heart:
🌻 If the corresponding survey paper is also useful for you, please cite:
@ARTICLE{10577554,
author={Liang, Ke and Meng, Lingyuan and Liu, Meng and Liu, Yue and Tu, Wenxuan and Wang, Siwei and Zhou, Sihang and Liu, Xinwang and Sun, Fuchun and He, Kunlun},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
title={A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multi-Modal},
year={2024},
volume={},
number={},
pages={1-20},
doi={10.1109/TPAMI.2024.3417451}}
Bookmarks
- Survey Papers
- Datasets :fire:
- Static Knowledge Graph Reasoning
- Temporal Knowledge Graph Reasoning
- Multi-Modal Knowledge Graph Reasoning
- Useful Libararies
Survey Papers
Year | Title | Venue | Paper | Code |
---|---|---|---|---|
2024 | A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal (Ours) | TPAMI | Link | Link |
2023 | Unifying Large Language Models and Knowledge Graphs: A Roadmap | arXiv | Link | Link |
2023 | A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects | arXiv | Link | Link |
2023 | Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs | arXiv | Link | - |
2022 | Knowledge Graph Reasoning with Logics and Embeddings: Survey and Perspective | arXiv | Link | - |
2022 | An Overview of Knowledge Graph Reasoning: Key Technologies and Applications | Journal of Sensor and Actuator Networks | Link | - |
2021 | Neural, symbolic and neural-symbolic reasoning on knowledge graphs | Open AI | Link | - |
2020 | Hybrid reasoning in knowledge graphs: Combing symbolic reasoning and statistical reasoning | Semantic Web | Link | - |
2020 | A Review: Knowledge Reasoning over Knowledge Graph | ESWA | Link | - |
Datasets
Static KGR Datasets
Transductive Datasets
Dataset | # Entities | # Relations | # Train Triplets | # Val. Triplets | # Test Triplets | # Description |
---|---|---|---|---|---|---|
ATOMIC | 309515 | 9 | 610536 | 87700 | 87701 | Link |
Countries | 271 | 2 | 1110 | 24 | 24 | Link |
CoDEX-S | 2034 | 42 | 32888 | 3654 | 3656 | Link |
CoDEX-M | 17050 | 51 | 185584 | 20620 | 20622 | Link |
CoDEX-L | 77951 | 69 | 551193 | 30622 | 30622 | Link |
ConceptNet | 28370083 | 36 | 27259933 | 3407492 | 3407492 | Link |
ConceptNet100K | 78334 | 34 | 100000 | 1200 | 1200 | Link |
DBpedia50 | 49900 | 654 | 32388 | 399 | 10969 | Link |
DBpedia500 | 517475 | 654 | 3102677 | 10000 | 1155937 | Link |
DB100K | 99604 | 470 | 597482 | 49997 | 50000 | Link |
FAMILY | 3007 | 12 | 23483 | 2038 | 2835 | Link |
FB13 | 75043 | 13 | 316232 | 11816 | 47464 | Link |
FB122 | 9738 | 122 | 91638 | 9595 | 11243 | Link |
FB15k | 14951 | 1345 | 483142 | 50000 | 59071 | Link |
FB20k | 19923 | 1345 | 472860 | 48991 | 90149 | Link |
FB24k | 23634 | 673 | 402493 | - | 21067 | Link |
FB15K-237 | 14541 | 237 | 272115 | 17535 | 20466 | Link |
FB60K-NYT10 | 69514 | 1327 | 268280 | 8765 | 8918 | Link |
Hetionet | 47031 | 24 | 1800157 | 225020 | 225020 | Link |
Kinship | 104 | 25 | 8544 | 1068 | 1074 | Link |
Location | 445 | 5 | 384 | 65 | 65 | Link |
Nation | 14 | 55 | 1592 | 199 | 201 | Link |
NELL23K | 22925 | 200 | 25445 | 4961 | 4952 | Link |
NELL-995 | 75492 | 200 |