Update README.md

README.md

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 ---
 license: mit
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+
+Data repository for: 
+
+Brian Libgober, Connor T. Jerzak. Linking Datasets on Organizations Using Half-a-Billion Open-Collaborated Records. ArXiv Preprint, 2023. https://arxiv.org/abs/2302.02533
+
+```
+@article{LJ-LinkOrgs,
+  title={Linking Datasets on Organizations Using Half-a-Billion Open-Collaborated Records},
+  author={Libgober, Brian and Connor T. Jerzak},
+  journal={ArXiv Preprint},
+  year={2023}
+}
+```
+
+This repository contains large-scale training data for improving linkage of data on organizations. `NegMatches_mat.csv` and  `NegMatches_mat_hold.csv` refer to millions of negative name matches examples derived from the LinkedIn network (see paper for details). `PosMatches_mat.csv` and  `PosMatches_mat_hold.csv` refer to millions of positive name matches examples derived from the LinkedIn network (see paper for details). 
+
+Additionally, files with saved `*_bipartite` refer to the bipartite network representation of the LinkedIn network that we use for improving linkage. files with saved `*_bipartite` refer to the Markov network representation of the LinkedIn network that we use for improving linkage. 
+
+With any questions, don't hestitate to reach out to `[email protected]`.