From 4c60598fd503b3eeaf6d6580adbd882e46e116e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E6=B8=B8=E9=9B=81?= <zhifu.gzf@alibaba-inc.com>
Date: Tue, 26 Sep 2023 15:23:56 +0800
Subject: [PATCH] create

---
 images/bg.png           |  Bin 97861 -> 0 bytes
 images/general_high.png |  Bin 50706 -> 0 bytes
 images/general_low.png  |  Bin 53791 -> 0 bytes
 images/lauragpt.png     |  Bin 0 -> 82384 bytes
 index.html              | 1138 +++++++++++++++++----------------------
 style.css               |    2 +-
 6 files changed, 499 insertions(+), 641 deletions(-)
 delete mode 100644 images/bg.png
 delete mode 100644 images/general_high.png
 delete mode 100644 images/general_low.png
 create mode 100644 images/lauragpt.png

diff --git a/images/bg.png b/images/bg.png
deleted file mode 100644
index 89acd7564dcbb42b7d69dda66c15b9e538319166..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/index.html b/index.html
index b69fda2..dabe2f5 100644
--- a/index.html
+++ b/index.html
@@ -2,7 +2,7 @@
 <html lang="en">
 
 <head>
-    <title>FunCodec Homepage</title>
+    <title>LauraGPT Homepage</title>
 
     <!-- Required meta tags -->
     <meta charset="utf-8">
@@ -38,7 +38,7 @@
                     <div class="row">
                         <div class="col-9 col-lg-3">
                             <div class="site-branding">
-                                <h1 class="site-title"><a href="index.html" rel="home">FunCodec</a></h1>
+                                <h1 class="site-title"><a href="index.html" rel="home">LauraGPT</a></h1>
                             </div><!-- .site-branding -->
                         </div><!-- .col -->
 
@@ -49,7 +49,7 @@ <h1 class="site-title"><a href="index.html" rel="home">FunCodec</a></h1>
                                     <li><a href="#Features">Features</a></li>
                                     <li><a href="#Demos">Demos</a></li>
                                     <li><a href="#Repo">Codebase</a></li>
-                                    <li><a href="#Models">Models</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="#">ACKNOWLEDGEMENTS</a></li> -->
@@ -68,11 +68,12 @@ <h1 class="site-title"><a href="index.html" rel="home">FunCodec</a></h1>
                     <div class="col-12">
                         <div class="hero-content-wrap flex flex-column justify-content-center align-items-start">
                             <header class="entry-header">
-                                <h1>FunCodec <br /> </h1>
+                                <h1>LauraGPT <br /> </h1>
                             </header><!-- .entry-header -->
 
                             <div class="entry-content" style="color: #19c880;">
-                                <h5>A Fundamental, Reproducible and Integrable <br /> Open-source Toolkit for Neural Speech Codec
+<!--                                <h5>A Fundamental, Reproducible and Integrable <br /> Open-source Toolkit for Neural Speech Codec-->
+                                <h5>Listen, Attend, Understand, and <br /> Regenerate Audio with GPT
                                 </h5>
                             </div>
                         </div><!-- .hero-content-wrap -->
@@ -87,7 +88,7 @@ <h5>A Fundamental, Reproducible and Integrable <br /> Open-source Toolkit for Ne
             <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">Features</h2>
+                        <h2 class="entry-title">Features: a unified audio-text LLM for multiple tasks</h2>
                     </header><!-- .heading -->
                 </div><!-- .col -->
 
@@ -95,11 +96,11 @@ <h2 class="entry-title">Features</h2>
                     <div class="course-content">
                         <div class="course-content-wrap">
                             <header class="entry-header">
-                                <h2 class="entry-title">Reproducible</h2>
+                                <h2 class="entry-title">ASR</h2>
 
                                 <div class="entry-meta flex align-items-center">
                                     <div class="course-author">
-                                        FunCodec reproduces state-of-the-art models, including SoundStream, Encodec and so on.
+                                        The LauraGPT model can be used for speech recognition task which transcribes speech into textual content.
                                     </div>
                                 </div>
                             </header><!-- .entry-header -->
@@ -111,12 +112,11 @@ <h2 class="entry-title">Reproducible</h2>
                     <div class="course-content">
                         <div class="course-content-wrap">
                             <header class="entry-header">
-                                <h2 class="entry-title">Integrable</h2>
+                                <h2 class="entry-title">TTS</h2>
 
                                 <div class="entry-meta flex align-items-center">
                                     <div class="course-author">
-                                        FunCodec can be easily extended to
-                                        downstream tasks, such as ASR and TTS.
+                                        The LauraGPT model can be used for text-to-speech synthesis task which generates speech that matches the given text.
                                     </div>
                                 </div>
                             </header><!-- .entry-header -->
@@ -128,12 +128,11 @@ <h2 class="entry-title">Integrable</h2>
                     <div class="course-content">
                         <div class="course-content-wrap">
                             <header class="entry-header">
-                                <h2 class="entry-title">Efficient</h2>
+                                <h2 class="entry-title">S2TT</h2>
 
                                 <div class="entry-meta flex align-items-center">
                                     <div class="course-author">
-                                        FunCodec can train models on distributed GPUs,
-                                        and inference in batch mode.
+                                        The LauraGPT model can be used for speech to text translation task which directly translates speech into text in the target language.
                                     </div>
                                 </div>
                             </header><!-- .entry-header -->
@@ -145,12 +144,11 @@ <h2 class="entry-title">Efficient</h2>
                     <div class="course-content">
                         <div class="course-content-wrap">
                             <header class="entry-header">
-                                <h2 class="entry-title">FreqCodec</h2>
+                                <h2 class="entry-title">SE</h2>
 
                                 <div class="entry-meta flex align-items-center">
                                     <div class="course-author">
-                                        FunCodec natively supports frequency domain,
-                                        which is more suitable for speech signals.
+                                        The LauraGPT model can be used for speech enhancement task which aims to improve speech quality through noise suppression and echo cancellation.
                                     </div>
                                 </div>
                             </header><!-- .entry-header -->
@@ -162,12 +160,12 @@ <h2 class="entry-title">FreqCodec</h2>
                     <div class="course-content">
                         <div class="course-content-wrap">
                             <header class="entry-header">
-                                <h2 class="entry-title">Semantic Augment</h2>
+                                <h2 class="entry-title">AAC</h2>
 
                                 <div class="entry-meta flex align-items-center">
                                     <div class="course-author">
-                                        FunCode models can be augmented with semantic tokens,
-                                        such as phonemes and Hubert embeddings.
+                                        The LauraGPT model can be used for automated audio captioning task aims to generate a sentence that describes the content
+of general audio using natural language
                                     </div>
                                 </div>
                             </header><!-- .entry-header -->
@@ -175,6 +173,55 @@ <h2 class="entry-title">Semantic Augment</h2>
                     </div>
                 </div><!-- .col -->
 
+                <div class="col-12 col-md-6 col-lg-4 px-25">
+                    <div class="course-content">
+                        <div class="course-content-wrap">
+                            <header class="entry-header">
+                                <h2 class="entry-title">SER</h2>
+
+                                <div class="entry-meta flex align-items-center">
+                                    <div class="course-author">
+                                        The LauraGPT model can be used for speech emotion recognition task which involves the classification of emotions using speech as input.
+                                    </div>
+                                </div>
+                            </header><!-- .entry-header -->
+                        </div>
+                    </div>
+                </div><!-- .col -->
+
+                <div class="col-12 col-md-6 col-lg-4 px-25">
+                    <div class="course-content">
+                        <div class="course-content-wrap">
+                            <header class="entry-header">
+                                <h2 class="entry-title">SLU</h2>
+
+                                <div class="entry-meta flex align-items-center">
+                                    <div class="course-author">
+                                        The LauraGPT model can be used for spoken language understanding task which .
+                                    </div>
+                                </div>
+                            </header><!-- .entry-header -->
+                        </div>
+                    </div>
+                </div><!-- .col -->
+
+                <div class="col-12 col-md-6 col-lg-4 px-25">
+                    <div class="course-content">
+                        <div class="course-content-wrap">
+                            <header class="entry-header">
+                                <h2 class="entry-title">MT</h2>
+
+                                <div class="entry-meta flex align-items-center">
+                                    <div class="course-author">
+                                        The LauraGPT model can be used for machine translation task which .
+                                    </div>
+                                </div>
+                            </header><!-- .entry-header -->
+                        </div>
+                    </div>
+                </div><!-- .col -->
+
+
             </div>
         </div>
     </section>
@@ -189,489 +236,73 @@ <h2 class="entry-title">Demos</h2>
 
                     <p></p>
 
-                    <h4>1. Quantized speech samples under high token rate (200 token per 16k samples)</h4>
+                    <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"><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/FunCodec" class="text-primary font-weight-bold">FunCodec</a></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/quantized/clean/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/1995-1826-0002.wav" type="audio/wav" />
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" type="audio/wav" />
                                         </audio>
                                     </td>
-                                </tr>
 
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
                                     <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
+                                        <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>
-                                </tr>
 
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
                                 </tr>
 
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
 
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/high_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/high_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/high_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/high_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
                             </tbody>
                         </table>
                     </div>
 
-                    <h4>2. Quantized speech samples under low token rate (100 token per 16k samples)</h4>
+                    <h4>2. Text-to-speech synthesis (TTS) 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"><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/FunCodec" class="text-primary font-weight-bold">FunCodec</a></th>
+                                    <th class="text-center align-middle">Prompt text</th>
+                                    <th class="text-center align-middle">Text</th>
+                                    <th class="text-center align-middle">Prompt Speech + Synthesis Speech</th>
                                 </tr>
                             </thead>
                             <tbody class="text-center align-middle">
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/1089-134686-0014.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/1320-122617-0000.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/1580-141083-0040.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/1995-1826-0002.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/BAC009S0765W0344.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/BAC009S0769W0165.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/BAC009S0915W0395.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                </tr>
-
-                                <tr>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/clean/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
-                                    <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/encodec/low_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
-                                    </td>
+                                <tr>
                                     <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/dac/low_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
+                                        later in accordance with what i believe to be the modern practice
                                     </td>
                                     <td>
-                                        <audio controls="controls">
-                                            <source src="audio/quantized/audiodec/low_tkr/BAC009S0916W0281.wav" type="audio/wav" />
-                                        </audio>
+                                        <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>
                                         <audio controls="controls">
-                                            <source src="audio/quantized/funcodec/low_tkr/BAC009S0916W0281.wav" type="audio/wav" />
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                 </tr>
+
+
                             </tbody>
                         </table>
                     </div>
 
-                    <h4>3. Text-to-speech synthesis samples</h4>
+                    <h4>3. Speech to text translation (S2TT) samples</h4>
                     <br/>
                     <div class="table-responsive">
                         <table class="table table-striped table-bordered">
@@ -700,50 +331,175 @@ <h4>3. Text-to-speech synthesis samples</h4>
                                     </td>
                                 </tr>
 
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <h4>4. Speech enhancement (SE) 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"><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>
+                                </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
                                 <tr>
                                     <td>
-                                        chris he asked
+                                        <audio controls="controls">
+                                            <source src="audio/quantized/clean/1089-134686-0014.wav" type="audio/wav" />
+                                        </audio>
                                     </td>
                                     <td>
-                                        "why don't they look like us, chris? " he asked.
+                                        <audio controls="controls">
+                                            <source src="audio/quantized/encodec/high_tkr/1089-134686-0014.wav" type="audio/wav" />
+                                        </audio>
                                     </td>
+
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <h4>5. Automated audio captioning (AAC) 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_4243_187023_000009_000001.wav" type="audio/wav" />
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" 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>
+
                                 </tr>
 
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <h4>6. Speech emotion recognition (SER) 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>
-                                        农地征补标准
+                                        <audio controls="controls">
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" type="audio/wav" />
+                                        </audio>
                                     </td>
+
                                     <td>
-                                        最终也还是由政府来确定农地征补标准
+                                        <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>
+
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <h4>7. Spoken language understanding (SLU) 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_aishell1_S0057_BAC009S0057W0130.wav" type="audio/wav" />
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" 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>
+
                                 </tr>
 
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <h4>8. Machine translation (MT) samples</h4>
+                    <br/>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Prompt text</th>
+                                    <th class="text-center align-middle">Text</th>
+                                    <th class="text-center align-middle">Prompt Speech + Synthesis Speech</th>
+                                </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
                                 <tr>
                                     <td>
-                                        同比增长三
+                                        later in accordance with what i believe to be the modern practice
                                     </td>
                                     <td>
-                                        同比增长三十点二百分之二
+                                        <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>
                                         <audio controls="controls">
-                                            <source src="audio/ptts/tts_aishell2_IC0739W0334.wav" type="audio/wav" />
+                                            <source src="audio/ptts/tts_libritts_2104_78240_000016_000000.wav" type="audio/wav" />
                                         </audio>
                                     </td>
                                 </tr>
+
+
                             </tbody>
                         </table>
                     </div>
+
+
                 </div><!-- .col -->
             </div>
         </div>
@@ -759,7 +515,7 @@ <h2 class="entry-title">Open-source Codebase</h2>
 
                     <p></p>
                     <h4>License</h4>
-                    <p class="lead font-weight-normal"> The FunCodec codebase is available to download under a
+                    <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>
@@ -769,9 +525,9 @@ <h4>License</h4>
                     <h4>Links</h4>
                     <p class="lead font-weight-normal">
                         Our codebase available at
-                        <a href="https://github.com/alibaba-damo-academy/FunCodec"
+                        <a href="https://github.com/alibaba-damo-academy/LauraGPT"
                         class="text-primary font-weight-bold">
-                        FunCode on github</a>
+                        LauraGPT on github</a>
                     <br />
                     </p>
 
@@ -780,249 +536,352 @@ <h4>Links</h4>
         </div>
     </section>
 
-    <section class="featured-courses horizontal-column courses-wrap" id="Models">
+    <section class="featured-courses vertical-column courses-wrap" id="Results">
         <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">Released Models</h2>
-                    </header><!-- .heading -->
-                    <br/>
+                        <h2 class="entry-title">Results</h2>
+                    </header>
                     <p class="lead font-weight-normal">
-                        Models are uploading to Huggingface.
+                        1. Evaluations on automatic speech recognition (ASR) task
+
                     </p>
                     <div class="table-responsive">
                         <table class="table table-striped table-bordered">
                             <thead>
                                 <tr>
-                                    <th class="text-center align-middle">Model</th>
-                                    <th class="text-center align-middle">Corpus</th>
-                                    <th class="text-center align-middle">Stride</th>
-                                    <th class="text-center align-middle">Huggingface</th>
-                                    <th class="text-center align-middle">ModelScope</th>
+                                    <th class="text-center align-middle">Models / Datasets</th>
+                                    <th class="text-center align-middle">AISHELL(test)</th>
+                                    <th class="text-center align-middle">AISHELL-2(test-ios)</th>
+                                    <th class="text-center align-middle">LibriSpeech(test-clean)</th>
+                                    <th class="text-center align-middle">LibriSpeech(test-others)</th>
                                 </tr>
                             </thead>
                             <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>FunCodec</td>
-                                    <td>LibriTTS</td>
-                                    <td>320</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-encodec-en-libritts-16k-nq32ds320-pytorch/summary">encodec-en-libritts-16k-nq32ds320</a></td>
+                                    <td>Paraformer Large</td>
+                                    <td>1.95</td>
+                                    <td>2.85</td>
+                                    <td>/</td>
+                                    <td>/</td>
+                                </tr>
+                                <tr>
+                                    <td>Whisper Large V2</td>
+                                    <td>/</td>
+                                    <td>/</td>
+                                    <td>2.70</td>
+                                    <td>5.24</td>
                                 </tr>
                                 <tr>
-                                    <td>FunCodec-2x</td>
-                                    <td>LibriTTS</td>
-                                    <td>640</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-encodec-en-libritts-16k-nq32ds640-pytorch/summary">encodec-en-libritts-16k-nq32ds640</a></td>
+                                    <td>LauraGPT</td>
+                                    <td>1.76</td>
+                                    <td>3.15</td>
+                                    <td>4.52</td>
+                                    <td>7.86</td>
                                 </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <p class="lead font-weight-normal">
+                        2. Evaluations on text-to-speech synthesis (TTS) task
+
+                    </p>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
                                 <tr>
-                                    <td>FunCodec</td>
-                                    <td>Multi-Domain</td>
-                                    <td>320</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-encodec-zh_en-general-16k-nq32ds320-pytorch/summary">encodec-zh_en-general-16k-nq32ds320</a></td>
+                                    <th class="text-center align-middle">Models / Datasets</th>
+                                    <th class="text-center align-middle">AISHELL(test)</th>
+                                    <th class="text-center align-middle">AISHELL-2(test-ios)</th>
+                                    <th class="text-center align-middle">LibriSpeech(test-clean)</th>
+                                    <th class="text-center align-middle">LibriSpeech(test-others)</th>
                                 </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>FunCodec-2x</td>
-                                    <td>Multi-Domain</td>
-                                    <td>640</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-encodec-zh_en-general-16k-nq32ds640-pytorch/summary">encodec-zh_en-general-16k-nq32ds640</a></td>
+                                    <td>Paraformer Large</td>
+                                    <td>1.95</td>
+                                    <td>2.85</td>
+                                    <td>/</td>
+                                    <td>/</td>
                                 </tr>
                                 <tr>
-                                    <td>FreqCodec-MagPhase-GR1</td>
-                                    <td>LibriTTS</td>
-                                    <td>320</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-freqcodec_magphase-en-libritts-16k-gr1nq32ds320-pytorch/summary">freqcodec_magphase-en-libritts-16k-gr1nq32ds320</a></td>
+                                    <td>Whisper Large V2</td>
+                                    <td>/</td>
+                                    <td>/</td>
+                                    <td>2.70</td>
+                                    <td>5.24</td>
                                 </tr>
                                 <tr>
-                                    <td>FreqCodec-MagPhase-GR8</td>
-                                    <td>LibriTTS</td>
-                                    <td>320</td>
-                                    <td>TBD</td>
-                                    <td><a class="text-primary font-weight-bold" href="https://www.modelscope.cn/models/damo/audio_codec-freqcodec_magphase-en-libritts-16k-gr8nq32ds320-pytorch/summary">freqcodec_magphase-en-libritts-16k-gr8nq32ds320</a></td>
+                                    <td>LauraGPT</td>
+                                    <td>1.76</td>
+                                    <td>3.15</td>
+                                    <td>4.52</td>
+                                    <td>7.86</td>
                                 </tr>
+
+
                             </tbody>
                         </table>
                     </div>
 
-                </div><!-- .col -->
-            </div>
-        </div>
-    </section>
+                    <p class="lead font-weight-normal">
+                        3. Evaluations on speech to text translation (S2TT) task
+
+                    </p>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Models</th>
+                                    <th class="text-center align-middle">BSTC dev</th>
+                                </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
+                                <tr>
+                                    <td>SMLTA ASR + pre-trained MT (Zhang et al., 2021)</td>
+                                    <td>18.22</td>
+                                </tr>
+                                <tr>
+                                    <td>LauraGPT</td>
+                                    <td>17.75</td>
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
 
-    <section class="featured-courses vertical-column courses-wrap" id="Results">
-        <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">Results</h2>
-                    </header>
                     <p class="lead font-weight-normal">
-                        1. Comparison of academic models in terms of ViSQOL scores on LibriTTS dataset.
-                        † means the model is causal.
+                        4. Evaluations on speech enhancement (SE) task
+
                     </p>
                     <div class="table-responsive">
                         <table class="table table-striped table-bordered">
                             <thead>
                                 <tr>
                                     <th class="text-center align-middle">Models</th>
-                                    <th class="text-center align-middle">Stride</th>
-                                    <th class="text-center align-middle">400 tk/s</th>
-                                    <th class="text-center align-middle">200 tk/s</th>
-                                    <th class="text-center align-middle">100 tk/s</th>
-                                    <th class="text-center align-middle">50 tk/s</th>
+                                    <th class="text-center align-middle">PESQ</th>
+                                    <th class="text-center align-middle">STOI</th>
+                                    <th class="text-center align-middle">WER</th>
                                 </tr>
                             </thead>
                             <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>SoundStream †</td>
-                                    <td>320</td>
-                                    <td>4.23</td>
-                                    <td>4.00</td>
-                                    <td>3.60</td>
-                                    <td>3.12</td>
+                                    <td>Raw</td>
+                                    <td>2.34</td>
+                                    <td>85.00</td>
+                                    <td>23.00</td>
+                                </tr>
+                                <tr>
+                                    <td>CMGAN</td>
+                                    <td>3.16</td>
+                                    <td>92.50</td>
+                                    <td>11.63</td>
+                                </tr>
+                                <tr>
+                                    <td>LauraGPT</td>
+                                    <td>2.97</td>
+                                    <td>87.64</td>
+                                    <td>15.94</td>
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <p class="lead font-weight-normal">
+                        5. Evaluations on speech to automated audio captioning (AAC) task
+
+                    </p>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Models</th>
+                                    <th class="text-center align-middle">BLEU-4</th>
+                                    <th class="text-center align-middle">SPIDEr</th>
+                                    <th class="text-center align-middle">CIDEr</th>
+                                    <th class="text-center align-middle">SPICE</th>
                                 </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>SoundStream</td>
-                                    <td>320</td>
-                                    <td>4.28</td>
-                                    <td>4.06</td>
-                                    <td>3.76</td>
-                                    <td>3.31</td>
+                                    <td>Oracle</td>
+                                    <td>1.00</td>
+                                    <td>1.54</td>
+                                    <td>2.64</td>
+                                    <td>0.43</td>
                                 </tr>
                                 <tr>
-                                    <td>Encodec</td>
-                                    <td>320</td>
-                                    <td>4.24</td>
-                                    <td>4.05</td>
-                                    <td>3.73</td>
-                                    <td>3.30</td>
+                                    <td>GRU (Drossos et al., 2017)</td>
+                                    <td>-</td>
+                                    <td>-</td>
+                                    <td>0.18</td>
+                                    <td>-</td>
                                 </tr>
                                 <tr>
-                                    <td>FunCodec</td>
-                                    <td>320</td>
-                                    <td>4.29</td>
-                                    <td>4.12</td>
-                                    <td>3.86</td>
-                                    <td>3.43</td>
+                                    <td>Baseline</td>
+                                    <td>0.02</td>
+                                    <td>-</td>
+                                    <td>0.10</td>
+                                    <td>-</td>
                                 </tr>
                                 <tr>
-                                    <td>FunCodec-2x</td>
-                                    <td>640</td>
-                                    <td>4.29</td>
-                                    <td><b>4.16</b></td>
-                                    <td><b>3.94</b></td>
-                                    <td><b>3.64</b></td>
+                                    <td>Ensemble</td>
+                                    <td>-</td>
+                                    <td>0.207</td>
+                                    <td>0.319</td>
+                                    <td>0.094</td>
                                 </tr>
                                 <tr>
-                                    <td>FunCodec-4x</td>
-                                    <td>1280</td>
-                                    <td><b>4.31</b></td>
-                                    <td>3.94</td>
-                                    <td>3.43</td>
-                                    <td>2.91</td>
+                                    <td>LauraGPT</td>
+                                    <td>0.08</td>
+                                    <td>0.08</td>
+                                    <td>0.22</td>
+                                    <td>0.15</td>
                                 </tr>
 
+
                             </tbody>
                         </table>
                     </div>
 
                     <p class="lead font-weight-normal">
-                        2. Comparison between FunCodec and other toolkits under (a) lower and (b) higher token rate.
-                        LS denotes Librispeech test sets.
-                        While Librispeech and gigaspeech are English corpora, aishell and Wenet are Mandarin corpora.
-                        <br />
-                        <img src="images/general_low.png" width="550 px">
-                        <img src="images/general_high.png" width="550 px">
+                        6. Evaluations on speech enhancement (SE) task
+
                     </p>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Models</th>
+                                    <th class="text-center align-middle">WA</th>
+                                    <th class="text-center align-middle">UA</th>
+                                    <th class="text-center align-middle">WF1</th>
+                                </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
+                                <tr>
+                                    <td>WavLM Base</td>
+                                    <td>0.499</td>
+                                    <td>0.201</td>
+                                    <td>0.400</td>
+                                </tr>
+                                <tr>
+                                    <td>WavLM Large</td>
+                                    <td>0.542</td>
+                                    <td>0.253</td>
+                                    <td>0.476</td>
+                                </tr>
+                                <tr>
+                                    <td>LauraGPT</td>
+                                    <td>0.507</td>
+                                    <td>0.312</td>
+                                    <td>0.492</td>
+                                </tr>
+
+
+                            </tbody>
+                        </table>
+                    </div>
+
                     <p class="lead font-weight-normal">
-                        3. Comparison of FreqCodec and other time domain models in terms of ViSQOL score on LibriTTS.
-                        Mag denotes magnitude spectrogram. C_in represents the channel number of inputs.
+                        7. Evaluations on spoken language understanding (SLU) task
+
                     </p>
                     <div class="table-responsive">
                         <table class="table table-striped table-bordered">
                             <thead>
                                 <tr>
-                                    <th class="text-center align-middle">MID</th>
-                                    <th class="text-center align-middle">Domain</th>
-                                    <th class="text-center align-middle">Param.</th>
-                                    <th class="text-center align-middle">Flops</th>
-                                    <th class="text-center align-middle">Groups(Enc,Dec)</th>
-                                    <th class="text-center align-middle">400 tk/s</th>
-                                    <th class="text-center align-middle">100 tk/s</th>
+                                    <th class="text-center align-middle">Models</th>
+                                    <th class="text-center align-middle">scenario(accuracy)</th>
+                                    <th class="text-center align-middle">action(accuracy)</th>
+                                    <th class="text-center align-middle">intent(accuracy)</th>
+                                    <th class="text-center align-middle">Word-F1</th>
+                                    <th class="text-center align-middle">Char-F1</th>
+                                    <th class="text-center align-middle">SLU-F1</th>
                                 </tr>
                             </thead>
                             <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>M1</td>
-                                    <td>Time</td>
-                                    <td>14.85M</td>
-                                    <td>3.72G</td>
-                                    <td>1,1</td>
-                                    <td>4.29</td>
-                                    <td>3.86</td>
+                                    <td>Direct</td>
+                                    <td>81.73</td>
+                                    <td>77.11</td>
+                                    <td>75.05</td>
+                                    <td>61.24</td>
+                                    <td>65.42</td>
+                                    <td>63.26</td>
                                 </tr>
                                 <tr>
-                                    <td>M2</td>
-                                    <td>Mag,Angle</td>
-                                    <td>16.21M</td>
-                                    <td>6.39G</td>
-                                    <td>1,1</td>
-                                    <td>4.32</td>
-                                    <td>3.84</td>
+                                    <td>Direct (HuBERT)</td>
+                                    <td>91.24</td>
+                                    <td>88.47</td>
+                                    <td>87.54</td>
+                                    <td>72.93</td>
+                                    <td>77.40</td>
+                                    <td>75.10</td>
                                 </tr>
                                 <tr>
-                                    <td>M3</td>
-                                    <td>Mag,Phase</td>
-                                    <td>16.21M</td>
-                                    <td>6.47G</td>
-                                    <td>1,1</td>
-                                    <td>4.36</td>
-                                    <td>3.85</td>
+                                    <td>LauraGPT</td>
+                                    <td>91.04</td>
+                                    <td>89.07</td>
+                                    <td>87.87</td>
                                 </tr>
                                 <tr>
-                                    <td>M4</td>
-                                    <td>Mag,Phase</td>
-                                    <td>4.38M</td>
-                                    <td>1.73G</td>
-                                    <td>1,C_in</td>
-                                    <td>4.28</td>
-                                    <td>3.79</td>
+                                    <td>LauraGPT</td>
+                                    <td>91.04</td>
+                                    <td>89.07</td>
+                                    <td>87.87</td>
+                                    <td>71.20</td>
+                                    <td>75.86</td>
+                                    <td>73.45</td>
+                                </tr>
+
+                            </tbody>
+                        </table>
+                    </div>
+
+                    <p class="lead font-weight-normal">
+                        8. Evaluations on speech to machine translation (MT) task
+                    </p>
+                    <div class="table-responsive">
+                        <table class="table table-striped table-bordered">
+                            <thead>
+                                <tr>
+                                    <th class="text-center align-middle">Models</th>
+                                    <th class="text-center align-middle">Zh→En</th>
+                                    <th class="text-center align-middle">En→Zh</th>
                                 </tr>
+                            </thead>
+                            <tbody class="text-center align-middle">
                                 <tr>
-                                    <td>M5</td>
-                                    <td>Mag,Phase</td>
-                                    <td>4.50M</td>
-                                    <td>1.73G</td>
-                                    <td>1,C_in/8</td>
-                                    <td>4.31</td>
-                                    <td>3.81</td>
+                                    <td>JDExploreAcademy (Kocmi et al., 2022)</td>
+                                    <td>33.5</td>
+                                    <td>49.7</td>
                                 </tr>
                                 <tr>
-                                    <td>M6</td>
-                                    <td>Mag,Phase</td>
-                                    <td>0.52M</td>
-                                    <td>0.34G</td>
-                                    <td>C_in,C_in</td>
-                                    <td>4.21</td>
-                                    <td>3.65</td>
+                                    <td>LanguageX (Kocmi et al., 2022)</td>
+                                    <td>31.9</td>
+                                    <td>54.3</td>
                                 </tr>
                                 <tr>
-                                    <td>M7</td>
-                                    <td>Mag,Phase</td>
-                                    <td>0.83M</td>
-                                    <td>1.03G</td>
-                                    <td>C_in/4,C_in/4</td>
-                                    <td>4.25</td>
-                                    <td>3.80</td>
+                                    <td>LauraGPT</td>
+                                    <td>15.5</td>
+                                    <td>17.4</td>
                                 </tr>
+
+
                             </tbody>
                         </table>
                     </div>
+
+
                 </div>
             </div>
         </div>
@@ -1041,19 +900,18 @@ <h2 class="entry-title">Publication</h2>
                 <div class="col-12 px-25">
                     <p class="lead font-weight-normal">
                         <a href="https://arxiv.org/abs/2309.07405">
-                            Zhihao Du, Shiliang Zhang, Kai Hu, Siqi Zheng. FunCodec: A Fundamental, Reproducible and Integrable Open-source
-                            Toolkit for Neural Speech Codec,
-                        arXiv:2309.07405, 2023</a></p>
-                    <div class="border p-3">
-                        <pre><code id="bibtex" class="bg-light">@misc{du2023funcodec,
-      title={FunCodec: 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>
+                            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>
diff --git a/style.css b/style.css
index 3670087..08d7812 100644
--- a/style.css
+++ b/style.css
@@ -337,7 +337,7 @@ a:hover, a:active {
 # Hero Section
 --------------------------------------------------------------*/
 .hero-content {
-    background: url("images/bg.png") no-repeat center;
+    background: url("images/lauragpt.png") no-repeat center;
     background-size: cover;
 }