Update README.md

README.md

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 # soft-label-RE
-Coming soon.
+This project provides the implementation of distantly supervised relation extraction with (bag-level) soft-label adjustment.
+
+Details of soft-label adjustment can be found [here](http://aclweb.org/anthology/D17-1189). The implementation is based on Tensorflow 1.0.0 and Python 2.7.
+
+# Model Overview
+
+# Reference
+If you find the code and data resources helpful, please cite the following paper:
+```
+@inproceedings{liu2017soft,
+  title={A Soft-label Method for Noise-tolerant Distantly Supervised Relation Extraction},
+  author={Liu, Tianyu and Wang, Kexiang and Chang, Baobao and Sui, Zhifang},
+  booktitle={Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing},
+  pages={1790--1795},
+  year={2017}
+}
+```