From ffc2c48e43d2cf5521ff77cc537e96800e1042a6 Mon Sep 17 00:00:00 2001
From: donchaoyang <donchaoyang@tencent.com>
Date: Fri, 5 May 2023 10:35:24 +0800
Subject: [PATCH] 666

---
 Encodec_16k_320/readme.md      | 15 ++++++++-------
 Encodec_24k_240d/readme.md     | 12 ++++++------
 Encodec_24k_32d/readme.md      | 12 ++++++------
 SoundStream_24k_240d/readme.md |  2 +-
 readme.md                      |  2 +-
 5 files changed, 22 insertions(+), 21 deletions(-)

diff --git a/Encodec_16k_320/readme.md b/Encodec_16k_320/readme.md
index 48b59c6..3270a21 100644
--- a/Encodec_16k_320/readme.md
+++ b/Encodec_16k_320/readme.md
@@ -3,13 +3,14 @@
 ### Note that, this part of code is based on Facebook's Encodec. We just provide the training process. The license is the same as Encodec.
 
 ### For Training
-set the right path to statr/start.sh
+set the right path on statr/start.sh <br>
 
-run: bash start.sh
+`bash start.sh`
 
 ### For Inference
-if you want to use our checkpoint. Run the following 
-mkdir checkpoint
-cd checkpoint
-wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_16khz_320d.pth
-bash test.sh    # set the root in test.sh, before runing it.
\ No newline at end of file
+if you want to use our checkpoint. Run the following <br>
+
+`mkdir checkpoint`
+`cd checkpoint`
+`wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_16khz_320d.pth`
+`bash test.sh    # set the root in test.sh, before runing it.`
\ No newline at end of file
diff --git a/Encodec_24k_240d/readme.md b/Encodec_24k_240d/readme.md
index 862bf5f..8d7660f 100644
--- a/Encodec_24k_240d/readme.md
+++ b/Encodec_24k_240d/readme.md
@@ -5,11 +5,11 @@
 ### For Training
 set the right path to statr/start.sh
 
-run: bash start.sh
+run: `bash start.sh`
 
 ### For Inference
-if you want to use our checkpoint. Run the following 
-mkdir checkpoint
-cd checkpoint
-wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_24khz_240d.pth
-bash test.sh    # set the root in test.sh, before runing it.
\ No newline at end of file
+if you want to use our checkpoint. Run the following <br>
+`mkdir checkpoint`
+`cd checkpoint`
+`wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_24khz_240d.pth`
+`bash test.sh    # set the root in test.sh, before runing it.`
\ No newline at end of file
diff --git a/Encodec_24k_32d/readme.md b/Encodec_24k_32d/readme.md
index be9a318..254d9fb 100644
--- a/Encodec_24k_32d/readme.md
+++ b/Encodec_24k_32d/readme.md
@@ -5,11 +5,11 @@
 ### For Training
 set the right path to statr/start.sh
 
-run: bash start.sh
+`bash start.sh`
 
 ### For Inference
-if you want to use our checkpoint. Run the following 
-mkdir checkpoint
-cd checkpoint
-wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_24khz_32d.pth
-bash test.sh    # set the root in test.sh, before runing it.
\ No newline at end of file
+if you want to use our checkpoint. Run the following <br>
+`mkdir checkpoint`
+`cd checkpoint`
+`wget https://huggingface.co/Dongchao/AcademiCodec/resolve/main/encodec_24khz_32d.pth`
+`bash test.sh    # set the root in test.sh, before runing it.`
\ No newline at end of file
diff --git a/SoundStream_24k_240d/readme.md b/SoundStream_24k_240d/readme.md
index ded5fbe..192db4d 100644
--- a/SoundStream_24k_240d/readme.md
+++ b/SoundStream_24k_240d/readme.md
@@ -4,6 +4,6 @@
 ### For Training
 set the right path to statr/start.sh
 
-run: bash start.sh
+run: `bash start.sh`
 
 ### For Inference
diff --git a/readme.md b/readme.md
index 02f4f41..09df037 100644
--- a/readme.md
+++ b/readme.md
@@ -1,7 +1,7 @@
 # AcademiCodec: An Open Source Audio Codec Model for Academic Research
 
 ### On going
-This project is on going. We will release the our technical reports and all of the source code as soon as possible. <br/>
+This project is on going. You can find the paper on https://arxiv.org/pdf/2305.02765.pdf <br/>
 Furthermore, this project is lanched from University, we expect more researchers to be the contributor. <br/>
 
 #### Abstract <wip>