Update README.md

README.md

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 license: mit
 ---
 
-Instructions: https://fullsubnet.readthedocs.io/en/latest/usage/getting_started.html
-Code: https://github.com/Audio-WestlakeU/FullSubNet
+This is a pre-trained version of Fast FullSubNet.
+
+# Instructions
+
+https://fullsubnet.readthedocs.io/en/latest/usage/getting_started.html
+
+# Code
+
+https://github.com/Audio-WestlakeU/FullSubNet
+
+# Paper
+
+[Fast FullSubNet: Accelerate Full-band and Sub-band Fusion Model for Single-channel Speech Enhancement
+Xiang Hao, Xiaofei Li](https://arxiv.org/abs/2212.09019)
+
+# Performance
+
+|   | With Reverb |   |   |   | No Reverb |   |   |  
+-- | -- | -- | -- | -- | -- | -- | --
+Method                 | WB-PESQ | NB-PESQ | SI-SDR | STOI | WB-PESQ | NB-PESQ | SI-SDR | STOI
+Fast FullSubNet (118 Epochs) | 2.882 | 3.42 | 15.33 | 0.9233 | 2.694 | 3.222 | 16.34 | 0.9571
+[FullSubNet (58 Epochs)](https://github.com/Audio-WestlakeU/FullSubNet/releases/tag/v0.2) (just for comparison) | 2.987 | 3.496 | 15.756 | 0.926 | 2.889 | 3.385 | 17.635 | 0.964