Source code for CIKM 2021 paper Reinforced Active Entity Alignment
Codes based on EAkit. Thanks for their contribution!
Please refer to EAkit.
There are eight datasets in this folder:
- zh_en/ja_en/fr_en from the DBP15K dataset
- en_fr/en_de/dbp_wd/dbp_yg from the SRPRS dataset
- DBP-FB dataset
Please unzip them in the data/ directory.
Take the dataset DBP15K (ZH-EN) as an example, it contains:
- ent_ids_1: ids for entities in source KG (ZH);
- ent_ids_2: ids for entities in target KG (EN);
- ill_ent_ids: entity links encoded by ids;
- ref_ent_ids: entity links for testing/validation;
- sup_ent_ids: entity links for training;
- triples_1: relation triples encoded by ids in source KG (ZH);
- triples_2: relation triples encoded by ids in target KG (EN);
We have already provided the scores of the degree and Pagerank metrics in the datasets. The codes for generating such scores are also provided in the data/ directory.
- Run
bash run_rl.sh
Change the parameters in
run_rl.shto obtain the results under other settings.
Due to the instability of embedding-based methods, it is acceptable that the results fluctuate a little bit when running code repeatedly.
If you have any questions about reproduction, please feel free to email to zengweixin13@nudt.edu.cn.