diff --git a/audio/asr_samples/aishell/BAC009S0767W0439.wav b/audio/asr_samples/aishell/BAC009S0767W0439.wav
new file mode 100644
index 0000000..f701c59
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diff --git a/audio/asr_samples/aishell/BAC009S0770W0308.wav b/audio/asr_samples/aishell/BAC009S0770W0308.wav
new file mode 100644
index 0000000..5fdc502
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diff --git a/audio/asr_samples/aishell/BAC009S0914W0426.wav b/audio/asr_samples/aishell/BAC009S0914W0426.wav
new file mode 100644
index 0000000..bc844a7
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diff --git a/audio/asr_samples/aishell/text b/audio/asr_samples/aishell/text
new file mode 100644
index 0000000..c7fbce6
--- /dev/null
+++ b/audio/asr_samples/aishell/text
@@ -0,0 +1,3 @@
+BAC009S0767W0439 该 歌 曲 今 年 一 经 在 各 大 音 乐 网 站 上 线 便 收 获 无 数 好 评
+BAC009S0914W0426 有 进 一 步 消 息 一 定 会 通 知 大 家
+BAC009S0770W0308 在 确 保 系 统 顺 利 运 行 的 情 况 下
diff --git a/audio/asr_samples/librispeech-test-clean/1089-134686-0014.flac b/audio/asr_samples/librispeech-test-clean/1089-134686-0014.flac
new file mode 100644
index 0000000..42eae30
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diff --git a/audio/asr_samples/librispeech-test-clean/1580-141084-0011.flac b/audio/asr_samples/librispeech-test-clean/1580-141084-0011.flac
new file mode 100644
index 0000000..1bce0bd
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diff --git a/audio/asr_samples/librispeech-test-clean/260-123440-0005.flac b/audio/asr_samples/librispeech-test-clean/260-123440-0005.flac
new file mode 100644
index 0000000..5d71df0
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diff --git a/audio/asr_samples/librispeech-test-clean/text b/audio/asr_samples/librispeech-test-clean/text
new file mode 100644
index 0000000..fcfab3f
--- /dev/null
+++ b/audio/asr_samples/librispeech-test-clean/text
@@ -0,0 +1,3 @@
+1089-134686-0014 he tried to think how it could be
+1580-141084-0011 when we were out in the darkness of the quadrangle we again looked up at the windows
+260-123440-0005 and yesterday things went on just as usual
diff --git a/audio/asr_samples/librispeech-test-other/2414-159411-0012.flac b/audio/asr_samples/librispeech-test-other/2414-159411-0012.flac
new file mode 100644
index 0000000..2ce145b
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diff --git a/audio/asr_samples/librispeech-test-other/3005-163391-0023.flac b/audio/asr_samples/librispeech-test-other/3005-163391-0023.flac
new file mode 100644
index 0000000..c94addf
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diff --git a/audio/asr_samples/librispeech-test-other/4198-12259-0011.flac b/audio/asr_samples/librispeech-test-other/4198-12259-0011.flac
new file mode 100644
index 0000000..75e127b
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diff --git a/audio/asr_samples/librispeech-test-other/text b/audio/asr_samples/librispeech-test-other/text
new file mode 100644
index 0000000..118850f
--- /dev/null
+++ b/audio/asr_samples/librispeech-test-other/text
@@ -0,0 +1,3 @@
+2414-159411-0012 is it fair that he should do so or not
+4198-12259-0011 what difference is there between a bottle and a flagon
+3005-163391-0023 so then they waited for a steamboat
diff --git a/index.html b/index.html
index 9484fc7..4a20c12 100644
--- a/index.html
+++ b/index.html
@@ -48,10 +48,10 @@ <h1 class="site-title"><a href="index.html" rel="home">LauraGPT</a></h1>
                                     <li class="current-menu-item"><a href="index.html">Home</a></li>
                                     <li><a href="#Features">Features</a></li>
                                     <li><a href="#Demos">Demos</a></li>
-                                    <li><a href="#Repo">Codebase</a></li>
+<!--                                    <li><a href="#Repo">Codebase</a></li>-->
 <!--                                    <li><a href="#Models">Models</a></li>-->
                                     <li><a href="#Results">Results</a></li>
-                                    <li><a href="#Publication">Publication</a></li>
+<!--                                    <li><a href="#Publication">Publication</a></li>-->
                                     <!-- <li><a href="#">ACKNOWLEDGEMENTS</a></li> -->
                                 </ul>
 
@@ -237,37 +237,96 @@ <h2 class="entry-title">Demos</h2>
 
                     <p></p>
 
-<!--                    <h4>1. Automatic speech recognition (ASR) samples</h4>-->
-<!--                    <br/>-->
-<!--                    <div class="table-responsive">-->
-<!--                        <table class="table table-striped table-bordered">-->
-<!--                            <thead>-->
-<!--                                <tr>-->
-<!--                                    <th class="text-center align-middle">Original speech</th>-->
-<!--                                    <th class="text-center align-middle">Transcribed Text</th>-->
-<!--                                </tr>-->
-<!--                            </thead>-->
-<!--                            <tbody class="text-center align-middle">-->
-<!--                                <tr>-->
-<!--                                    <td>-->
-<!--                                        <audio controls="controls">-->
-<!--                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" type="audio/wav" />-->
-<!--                                        </audio>-->
-<!--                                    </td>-->
+                    <h4>1. Automatic speech recognition (ASR) samples</h4>
+                    <br/>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Original speech</th>
+                                    <th class="text-center align-middle">Transcribed Text</th>
+                                </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/librispeech-test-clean/260-123440-0005.flac" type="audio/wav" />
+                                        </audio>
+                                    </td>
 
-<!--                                    <td>-->
-<!--                                        <p> i always accept the gift, after deprecating the-->
-<!--                                            honour with words and gestures, and a little later,-->
-<!--                                            in accordance with what i believe to be the modern-->
-<!--                                            practice, return the compliment. </p>-->
-<!--                                    </td>-->
+                                    <td>
+                                        <p> and yesterday things went on just as usual </p>
+                                    </td>
 
-<!--                                </tr>-->
+                                </tr>
 
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/librispeech-test-other/2414-159411-0012.flac" type="audio/wav" />
+                                        </audio>
+                                    </td>
 
-<!--                            </tbody>-->
-<!--                        </table>-->
-<!--                    </div>-->
+                                    <td>
+                                        <p> is it fair that he should do so or not </p>
+                                    </td>
+
+                                </tr>
+
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/librispeech-test-other/3005-163391-0023.flac" type="audio/wav" />
+                                        </audio>
+                                    </td>
+
+                                    <td>
+                                        <p> so then they waited for a steamboat </p>
+                                    </td>
+
+                                </tr>
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/librispeech-test-other/4198-12259-0011.flac" type="audio/wav" />
+                                        </audio>
+                                    </td>
+
+                                    <td>
+                                        <p> what difference is there between a bottle and a flagon </p>
+                                    </td>
+
+                                </tr>
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/aishell/BAC009S0767W0439.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+
+                                    <td>
+                                        <p> 该 歌 曲 今 年 一 经 在 各 大 音 乐 网 站 上 线 便 收 获 无 数 好 评 </p>
+                                    </td>
+
+                                </tr>
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/asr_samples/aishell/BAC009S0770W0308.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+
+                                    <td>
+                                        <p> 在 确 保 系 统 顺 利 运 行 的 情 况 下 </p>
+                                    </td>
+
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
 
 <!--                    <h4>2. Text-to-speech synthesis (TTS) samples</h4>-->
 <!--                    <br/>-->
@@ -403,18 +462,20 @@ <h4>4. Speech enhancement (SE) samples</h4>
                         <table class="table table-striped table-bordered">
                             <thead>
                                 <tr>
-                                    <th class="text-center align-middle">Original speech</th>
+                                    <th class="text-center align-middle">Noisy</th>
+                                    <th class="text-center align-middle">LauraGPT-Enhanced</th>
+                                    <th class="text-center align-middle">Clean</th>
 <!--                                    <th class="text-center align-middle"><a href="https://github.com/facebookresearch/encodec" class="text-primary font-weight-bold">Encodec</a></th>-->
 <!--                                    <th class="text-center align-middle"><a href="https://github.com/descriptinc/descript-audio-codec" class="text-primary font-weight-bold">Despt-Codec</a></th>-->
 <!--                                    <th class="text-center align-middle"><a href="https://github.com/facebookresearch/AudioDec" class="text-primary font-weight-bold">AudioDec</a></th>-->
-                                    <th class="text-center align-middle"><a href="https://github.com/alibaba-damo-academy/LauraGPT" class="text-primary font-weight-bold">LauraGPT</a></th>
+<!--                                    <th class="text-center align-middle"><a href="https://github.com/alibaba-damo-academy/LauraGPT" class="text-primary font-weight-bold">LauraGPT-Enhanced</a></th>-->
                                 </tr>
                             </thead>
                             <tbody class="text-center align-middle">
                                 <tr>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/clean/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/noisy/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                     <td>
@@ -422,13 +483,17 @@ <h4>4. Speech enhancement (SE) samples</h4>
                                             <source src="audio/se_samples/enhanced/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
-
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
                                 </tr>
 
                                 <tr>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/clean/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/noisy/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                     <td>
@@ -436,34 +501,85 @@ <h4>4. Speech enhancement (SE) samples</h4>
                                             <source src="audio/se_samples/enhanced/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
-
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
                                 </tr>
+
+
                                 <tr>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/noisy/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/noisy/se_librispeech_237-134500-0000-FSD50K_eval_audio_16k_403295-10.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/enhanced/se_librispeech_3538-142836-0003-FSD50K_eval_audio_16k_176925-10.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/enhanced/se_librispeech_237-134500-0000-FSD50K_eval_audio_16k_403295-10.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_librispeech_237-134500-0000-FSD50K_eval_audio_16k_403295-10.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                </tr>
+
 
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/noisy/se_aishell_BAC009S0901W0447-FSD50K_eval_audio_16k_235964-10.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/enhanced/se_aishell_BAC009S0901W0447-FSD50K_eval_audio_16k_235964-10.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_aishell_BAC009S0901W0447-FSD50K_eval_audio_16k_235964-10.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
                                 </tr>
 
                                 <tr>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/noisy/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/noisy/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                     <td>
                                         <audio controls="controls">
-                                            <source src="audio/se_samples/enhanced/se_aishell_BAC009S0770W0460-musan_noise-free-sound-0731-2.0.wav" type="audio/wav" />
+                                            <source src="audio/se_samples/enhanced/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
                                         </audio>
                                     </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                </tr>
 
+                                <tr>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/noisy/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/enhanced/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
+                                    <td>
+                                        <audio controls="controls">
+                                            <source src="audio/se_samples/clean/se_librispeech_1998-15444-0019-FSD50K_eval_audio_16k_382586-7.0.wav" type="audio/wav" />
+                                        </audio>
+                                    </td>
                                 </tr>
 
                             </tbody>
@@ -601,36 +717,36 @@ <h4>4. Speech enhancement (SE) samples</h4>
         </div>
     </section>
 
-    <section class="featured-courses vertical-column courses-wrap" id="Repo">
-        <div class="container">
-            <div class="row mx-m-25">
-                <div class="col-12 px-25">
-                    <header class="heading flex flex-wrap justify-content-between align-items-center">
-                        <h2 class="entry-title">Open-source Codebase</h2>
-                    </header><!-- .heading -->
-
-                    <p></p>
-                    <h4>License</h4>
-                    <p class="lead font-weight-normal"> The LauraGPT codebase is available to download under a
-                        <a href="https://opensource.org/license/mit/"
-                            class="text-primary font-weight-bold">MIT license</a>.
-                    </p>
-                    <p></p>
-
-                    <p></p>
-                    <h4>Links</h4>
-                    <p class="lead font-weight-normal">
-                        Our codebase available at
-                        <a href="https://github.com/alibaba-damo-academy/LauraGPT"
-                        class="text-primary font-weight-bold">
-                        LauraGPT on github</a>
-                    <br />
-                    </p>
-
-                </div><!-- .col -->
-            </div>
-        </div>
-    </section>
+<!--    <section class="featured-courses vertical-column courses-wrap" id="Repo">-->
+<!--        <div class="container">-->
+<!--            <div class="row mx-m-25">-->
+<!--                <div class="col-12 px-25">-->
+<!--                    <header class="heading flex flex-wrap justify-content-between align-items-center">-->
+<!--                        <h2 class="entry-title">Open-source Codebase</h2>-->
+<!--                    </header>&lt;!&ndash; .heading &ndash;&gt;-->
+
+<!--                    <p></p>-->
+<!--                    <h4>License</h4>-->
+<!--                    <p class="lead font-weight-normal"> The LauraGPT codebase is available to download under a-->
+<!--                        <a href="https://opensource.org/license/mit/"-->
+<!--                            class="text-primary font-weight-bold">MIT license</a>.-->
+<!--                    </p>-->
+<!--                    <p></p>-->
+
+<!--                    <p></p>-->
+<!--                    <h4>Links</h4>-->
+<!--                    <p class="lead font-weight-normal">-->
+<!--                        Our codebase available at-->
+<!--                        <a href="https://github.com/alibaba-damo-academy/LauraGPT"-->
+<!--                        class="text-primary font-weight-bold">-->
+<!--                        LauraGPT on github</a>-->
+<!--                    <br />-->
+<!--                    </p>-->
+
+<!--                </div>&lt;!&ndash; .col &ndash;&gt;-->
+<!--            </div>-->
+<!--        </div>-->
+<!--    </section>-->
 
     <section class="featured-courses vertical-column courses-wrap" id="Results">
         <div class="container">
@@ -983,36 +1099,36 @@ <h2 class="entry-title">Results</h2>
         </div>
     </section>
 
-    <section class="featured-courses horizontal-column courses-wrap" id="Publication">
-        <div class="container">
-            <div class="row mx-m-25">
-                <div class="col-12 px-25">
-                    <header class="heading flex flex-wrap justify-content-between align-items-center">
-                        <h2 class="entry-title">Publication</h2>
-                    </header>
-                    <p class="lead font-weight-normal text-muted">Please cite the following if you make use of the
-                        toolkit.</p>
-                </div>
-                <div class="col-12 px-25">
-                    <p class="lead font-weight-normal">
-                        <a href="https://arxiv.org/abs/2309.07405">
-                            Under review as a conference paper at ICLR 2024, LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT
-                        </a></p>
-<!--                    <div class="border p-3">-->
-<!--                        <pre><code id="bibtex" class="bg-light">@misc{du2023funcodec,-->
-<!--      title={LauraGPT: A Fundamental, Reproducible and Integrable Open-source Toolkit for Neural Speech Codec},-->
-<!--      author={Zhihao Du, Shiliang Zhang, Kai Hu, Siqi Zheng},-->
-<!--      year={2023},-->
-<!--      eprint={2309.07405},-->
-<!--      archivePrefix={arXiv},-->
-<!--      primaryClass={cs.Sound}-->
-<!--}</code></pre>-->
-<!--                    </div>-->
-                </div>
-
-            </div>
-        </div>
-    </section>
+<!--    <section class="featured-courses horizontal-column courses-wrap" id="Publication">-->
+<!--        <div class="container">-->
+<!--            <div class="row mx-m-25">-->
+<!--                <div class="col-12 px-25">-->
+<!--                    <header class="heading flex flex-wrap justify-content-between align-items-center">-->
+<!--                        <h2 class="entry-title">Publication</h2>-->
+<!--                    </header>-->
+<!--                    <p class="lead font-weight-normal text-muted">Please cite the following if you make use of the-->
+<!--                        toolkit.</p>-->
+<!--                </div>-->
+<!--                <div class="col-12 px-25">-->
+<!--                    <p class="lead font-weight-normal">-->
+<!--                        <a href="https://arxiv.org/abs/2309.07405">-->
+<!--                            Under review as a conference paper at ICLR 2024, LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT-->
+<!--                        </a></p>-->
+<!--&lt;!&ndash;                    <div class="border p-3">&ndash;&gt;-->
+<!--&lt;!&ndash;                        <pre><code id="bibtex" class="bg-light">@misc{du2023funcodec,&ndash;&gt;-->
+<!--&lt;!&ndash;      title={LauraGPT: A Fundamental, Reproducible and Integrable Open-source Toolkit for Neural Speech Codec},&ndash;&gt;-->
+<!--&lt;!&ndash;      author={Zhihao Du, Shiliang Zhang, Kai Hu, Siqi Zheng},&ndash;&gt;-->
+<!--&lt;!&ndash;      year={2023},&ndash;&gt;-->
+<!--&lt;!&ndash;      eprint={2309.07405},&ndash;&gt;-->
+<!--&lt;!&ndash;      archivePrefix={arXiv},&ndash;&gt;-->
+<!--&lt;!&ndash;      primaryClass={cs.Sound}&ndash;&gt;-->
+<!--&lt;!&ndash;}</code></pre>&ndash;&gt;-->
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