Replication Data for NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning (AAAI'24)

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Replication Data for NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning (AAAI'24)
Xiong, Bo; Nayyeri, Mojtaba; Luo, Linhao; Wang, Zihao; Pan, Shirui; Staab, Steffen, 2024, "Replication Data for NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning (AAAI'24)", https://doi.org/10.18419/darus-3978, DaRUS, V1
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Description

This code is a PyTorch implementation of the paper "NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning (AAAI'24)".

NestE is a knowledge graph embedding method that can encode nested facts represented by quoted triples (h,r,t) in which the subject and object are triples themselves, e.g., ((BarackObama, holds_position, President), succeed_by, (DonaldTrump, holds_position, President)).

We implement six variant models of NetsE based on different hypercomplex number systems. NestE_Q.py for NestE with quaternion. NestE_H.py for NestE with hyperbolic quaternion. NestE_D.py for NestE with split quaternion. NestE_B.py, NestE_HB.py, and NestE_DB.py are the respective version with a translation component.

This code is used to reproduce the experiments of the paper. To execute the code, follow the instructions in the README.md file.

Subject Computer and Information Science
Keyword Knowledge Graph Embedding, Knowledge Graph
Related Publication Bo Xiong, Mojtaba Nayyeri, Linhao Luo, Zihao Wang, Shirui Pan, and Steffen Staab. NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning. The 38th AAAI Conference on Artificial Intelligence (AAAI), 2024.arXiv: 2312.09219
Notes Further information can be found in the README.md.
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NestE-main/Unknown - 11 B
Published Jul 5, 2024
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MD5: 6ab734488d63a6d2c0b67796fa3c5f57
augment.py
NestE-main/Python Source Code - 7.1 KB
Published Jul 5, 2024
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MD5: fb8ca7d652547b00883f6c565ed4dac7
bive_b.py
NestE-main/Python Source Code - 7.4 KB
Published Jul 5, 2024
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MD5: 729723d585598426ad170ab844e56d22
bive_d.py
NestE-main/Python Source Code - 7.2 KB
Published Jul 5, 2024
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MD5: 70ee2a3df4080e0b51d1561508cfa61b
bive_db.py
NestE-main/Python Source Code - 7.2 KB
Published Jul 5, 2024
6 Downloads
MD5: 870b1d859f0a38ad3e421c3123447064
bive_h.py
NestE-main/Python Source Code - 7.2 KB
Published Jul 5, 2024
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MD5: 5a4cc5c29143a75203b11d5b0fcdde9b
bive_hb.py
NestE-main/Python Source Code - 7.2 KB
Published Jul 5, 2024
6 Downloads
MD5: 23355efbeefdae05f54a97d12de370ae
bive_q.py
NestE-main/Python Source Code - 7.2 KB
Published Jul 5, 2024
7 Downloads
MD5: 91c4f5a03833b8ce66c716992f9a7c8a
neste_b.py
NestE-main/Python Source Code - 7.4 KB
Published Jul 5, 2024
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MD5: 79ec66d1a37ddc470209dd26ad9f3710
neste_d.py
NestE-main/Python Source Code - 7.4 KB
Published Jul 5, 2024
3 Downloads
MD5: e258e8a0117177f18a692f73af608211
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