Popular GitHub Repositories for Entity Alignment

Must-read papers on entity alignment published in recent years

Entity Alignment toolkit (EAkit), a lightweight, easy-to-use and highly extensible PyTorch implementation of many entity alignment algorithms.

Source code and datasets for IJCAI 2019 paper: Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs.

Source code and datasets for ACL 2020 paper: Neighborhood Matching Network for Entity Alignment.

[Paper][ACM MM 2023] MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid

(NeurIPS‘24) LLM4EA: <Entity Alignment with Noisy Annotations from Large Language Models>

[KSEM 2020] MMEA: Entity Alignment for Multi-Modal Knowledge Graphs

Knowledge Association with Hyperbolic Knowledge Graph Embeddings, EMNLP 2020

Source code and datasets for EMNLP 2019 paper: Jointly Learning Entity and Relation Representations for Entity Alignment.

[Paper][ISWC 2023] Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment

Source code for LargeEA: Aligning Entities for Large-scale Knowledge Graphs, VLDB 2022

Baselines for CCKS 2022 Task "Product Knowledge Graph Alignment"

?? Hubness reduced nearest neighbor search for entity alignment with knowledge graph embeddings

An Industry Evaluation of Embedding-based Entity Alignment @ COLING'20

Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs, ISWC 2022

Source code for WWW23 "Unsupervised Entity Alignment for Temporal Knowledge Graphs".

Code for paper "A Critical Assessment of State-of-the-Art in Entity Alignment" (https://arxiv.org/abs/2010.16314)

[ACL2024] Progressively Modality Freezing for Multi-Modal Entity Alignment

Code for ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment

The Pytorch implementation of RAEA model, corresponding to the World Wide Wed 2023 paper "Cross-platform Product Matching based on Entity Alignment of Knowledge Graph with RAEA model", which achieves competive performance on entity alignment in DBP15k and DBP100k datasets.