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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description"
content="LEMAS: A 150K-Hour Large-scale Extensible Multilingual Audio Suite with Generative Speech Models">
<meta name="keywords" content="LEMAS, Speech Synthesis, TTS, Speech Editing, Dataset, Multilingual">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>LEMAS Project Page</title>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bulma@0.9.4/css/bulma.min.css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
<style>
body { font-family: 'Noto Sans', sans-serif; }
.title.is-1 { font-family: 'Google Sans', sans-serif; font-weight: 700; }
.author-block { font-size: 1.25rem; }
.publication-links { margin-top: 20px; }
.button.is-dark { background-color: #363636; border-color: transparent; color: #fff; }
.button.is-dark:hover { background-color: #292929; }
.icon { margin-right: 5px; }
.teaser-img { width: 100%; max-width: 100%; margin: 0 auto; display: block; }
.abstract-text { font-size: 1.1rem; line-height: 1.6; }
.bibtex-section { background-color: #f5f5f5; padding: 20px; border-radius: 10px; overflow-x: auto; }
pre { background-color: transparent; padding: 0; }
.audio-section-intro { max-width: 800px; margin: 0 auto 2rem auto; }
.audio-sample { margin-bottom: 1.5rem; }
.audio-row { margin-bottom: 0.5rem; }
.audio-label { font-size: 0.9rem; font-weight: 600; }
.audio-player-group { display: flex; flex-wrap: wrap; justify-content: flex-end; gap: 0.75rem; }
.audio-player-group > div { text-align: center; }
.audio-player-group audio { width: 200px; max-width: 100%; margin-bottom: 0.25rem; }
.method-tag { font-size: 0.8rem; margin-bottom: 0.2rem; display: inline-block; }
/* Edit-style audio controls inspired by speech_demos */
.edit-audio-controls { display: flex; flex-wrap: wrap; gap: 16px; justify-content: flex-end; }
/* TTS-style controls: grid so reference aligns above middle method */
.tts-audio-controls {
display: grid;
grid-template-columns: repeat(3, auto);
justify-content: center;
column-gap: 16px;
}
.tts-audio-controls .audio-control:only-child {
grid-column: 2; /* place single reference button above the middle target button */
}
.audio-control { display: flex; flex-direction: column; align-items: center; text-align: center; }
.edit-audio-label { font-size: 0.8rem; color: #666666; margin-bottom: 0.25rem; }
.edit-lang-tag {
font-weight: 700;
text-transform: uppercase;
letter-spacing: 0.08em;
margin-right: 0.35rem;
}
.audio-button {
width: 40px;
height: 40px;
border-radius: 50%;
border: none;
cursor: pointer;
background: rgba(50, 115, 220, 0.12);
color: #3273dc;
font-weight: 700;
transition: transform 0.2s ease, background 0.2s ease;
}
.audio-button:hover,
.audio-button:focus-visible { transform: translateY(-1px); }
.audio-button.is-playing {
background: #3273dc;
color: #ffffff;
box-shadow: 0 8px 16px rgba(50, 115, 220, 0.3);
}
.audio-button:disabled {
opacity: 0.4;
cursor: not-allowed;
background: rgba(50, 115, 220, 0.08);
}
.audio-hidden { display: none; }
</style>
</head>
<body>
<!-- Header -->
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">
LEMAS: A 150K-Hour Large-scale Extensible Multilingual Audio Suite with Generative Speech Models
</h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
Zhiyuan Zhao, Lijian Lin, Ye Zhu, Kai Xie, Yunfei Liu, Yu Li
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block">International Digital Economy Academy (IDEA)</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<span class="link-block">
<a href="doc/report.pdf" target="_blank" class="button is-dark is-rounded">
<span class="icon"><i class="fas fa-file-pdf"></i></span>
<span>Tech Report</span>
</a>
</span>
<span class="link-block">
<a href="https://huggingface.co/LEMAS-Project" target="_blank" class="button is-dark is-rounded">
<span class="icon"><i class="fa-solid fa-database"></i></span>
<span>Dataset</span>
</a>
</span>
<span class="link-block">
<a href="https://github.com/LEMAS-Project" target="_blank" class="button is-dark is-rounded">
<span class="icon"><i class="fab fa-github"></i></span>
<span>Code</span>
</a>
</span>
<span class="link-block">
<a href="https://huggingface.co/LEMAS-Project/spaces" target="_blank" class="button is-dark is-rounded">
<span class="icon"><i class="fa-solid fa-play"></i></span>
<span>Demo</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Teaser -->
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-full">
<img src="doc/teaser.jpg"
alt="LEMAS dataset pipeline and benchmark models"
class="teaser-img">
</div>
</div>
</div>
</section>
<!-- Abstract -->
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-full">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified abstract-text">
<p>
We present the LEMAS-Dataset, which, to our knowledge, is currently the largest open-source multilingual speech corpus with word-level timestamps. Covering over 150,000 hours across 10 major languages, LEMAS-Dataset is constructed via a efficient data processing pipeline that ensures high-quality data and annotations. To validate the effectiveness of LEMAS-Dataset across diverse generative paradigms, we train two benchmark models with distinct architectures and task specializations on this dataset. LEMAS-TTS, built upon a non-autoregressive flow-matching framework, leverages the dataset's massive scale and linguistic diversity to achieve robust zero-shot multilingual synthesis. Our proposed accent-adversarial training and CTC loss mitigate cross-lingual accent issues, enhancing synthesis stability. Complementarily, LEMAS-Edit employs an autoregressive decoder-only architecture that formulates speech editing as a masked token infilling task. By exploiting precise word-level alignments to construct training masks and adopting adaptive decoding strategies, it achieves seamless, smooth-boundary speech editing with natural transitions. Experimental results demonstrate that models trained on LEMAS-Dataset deliver high-quality synthesis and editing performance, confirming the dataset's quality. We envision that this richly timestamp-annotated, fine-grained multilingual corpus will drive future advances in prompt-based speech generation systems.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- Dataset comparison -->
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-3 has-text-centered">Comparison with Existing Datasets</h2>
<div class="content">
<div class="table-container">
<table class="table is-bordered is-striped is-narrow is-hoverable is-fullwidth has-text-centered">
<thead>
<tr>
<th>Dataset</th>
<th>Hours</th>
<th>Languages</th>
<th>Word-level Alignments</th>
<th>Source</th>
</tr>
</thead>
<tbody>
<tr>
<td>Libri-light</td>
<td>60k</td>
<td>1</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Audiobook</td>
</tr>
<tr>
<td>GigaSpeech</td>
<td>10k</td>
<td>1</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Multi-domain</td>
</tr>
<tr>
<td>GigaSpeech 2</td>
<td>28k</td>
<td>3</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Multi-domain</td>
</tr>
<tr>
<td>WenetSpeech</td>
<td>22k</td>
<td>1</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Multi-domain</td>
</tr>
<tr>
<td>WenetSpeech4TTS</td>
<td>13k</td>
<td>1</td>
<td><i class="fas fa-check has-text-success"></i></td>
<td>Multi-domain</td>
</tr>
<tr>
<td>MLS</td>
<td>51k</td>
<td>8</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Audiobook</td>
</tr>
<tr>
<td>Emilia</td>
<td>101k</td>
<td>6</td>
<td><i class="fas fa-times has-text-danger"></i></td>
<td>Multi-domain</td>
</tr>
<tr style="background-color: #e8f5e9; font-weight: bold;">
<td>LEMAS (Ours)</td>
<td>150k</td>
<td>10</td>
<td><i class="fas fa-check has-text-success"></i></td>
<td>Multi-domain</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</section>
<!-- LEMAS-TTS audio examples -->
<section class="section" id="tts-examples">
<div class="container is-max-desktop">
<h2 class="title is-3 has-text-centered">LEMAS-TTS: Multilingual Zero-shot Synthesis</h2>
<div class="content audio-section-intro has-text-justified">
<p>
We showcase zero-shot multilingual and cross-lingual synthesis with a short reference speech clip and reference text,
and generate target speech conditioned on the target text. For each example, we provide the reference speech (ground truth)
and three target-speech systems: a strong baseline (<strong>OpenAudio-S1-mini</strong>), our <strong>LEMAS-TTS</strong>,
and <strong>LEMAS-TTS + Prosody Encoder</strong>.
</p>
</div>
<!-- TTS Example 1 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 1</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (EN)</p>
<p>They were set down at a small group of farmhouses.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/en_AUD0000000564_S0001656--en_YOU0000014615_S0000021.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (EN)</p>
<p>Location data is also some of our most personal information.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/en_AUD0000000564_S0001656--en_YOU0000014615_S0000021.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/en_AUD0000000564_S0001656--en_YOU0000014615_S0000021.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/en_AUD0000000564_S0001656--en_YOU0000014615_S0000021.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 2 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 2</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (ES)</p>
<p>Y podía regalar a los que a su casa llegasen.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/es_cByIaUPdP7g-00035-00023684-00024022--en_YOU0000013106_S0000533.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (EN)</p>
<p>City planning economic development and social services together.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/es_cByIaUPdP7g-00035-00023684-00024022--en_YOU0000013106_S0000533.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/es_cByIaUPdP7g-00035-00023684-00024022--en_YOU0000013106_S0000533.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/es_cByIaUPdP7g-00035-00023684-00024022--en_YOU0000013106_S0000533.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 3 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 3</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (ZH)</p>
<p>梅梅想看看游戏室是什么样子，就擦掉眼泪。</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/zh_emilia_zh_0004342372--zh_emilia_zh_0002370041.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ZH)</p>
<p>这不是简单的迷信，也不是简单的儒家伦理。</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/zh_emilia_zh_0004342372--zh_emilia_zh_0002370041.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/zh_emilia_zh_0004342372--zh_emilia_zh_0002370041.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/zh_emilia_zh_0004342372--zh_emilia_zh_0002370041.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 4 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 4</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (DE)</p>
<p>Im bereich des netzteiles sogar etwas zu offen, im hinblick auf die isolierung der netzspannung.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/de_5q5MGQCkYCg-00014-00010212-00010832--zh_emilia_zh_0014406001.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ZH)</p>
<p>甚至有的人总觉得自己怀才不遇，好像世界上的人都辜负自己，都对不起自己。</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/de_5q5MGQCkYCg-00014-00010212-00010832--zh_emilia_zh_0014406001.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/de_5q5MGQCkYCg-00014-00010212-00010832--zh_emilia_zh_0014406001.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/de_5q5MGQCkYCg-00014-00010212-00010832--zh_emilia_zh_0014406001.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 5 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 5</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (DE)</p>
<p>Wir bleiben für immer vereint. wir gegen den rest der welt.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/de_4d8KcOyLwhU-00047-00022872-00023236--de_XXBXlAHn5jc-00230-00104998-00105538.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (DE)</p>
<p>Atome, die für uns vorher noch verschlossen waren, nun in unseren lichtkörpern öffnen.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/de_4d8KcOyLwhU-00047-00022872-00023236--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/de_4d8KcOyLwhU-00047-00022872-00023236--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/de_4d8KcOyLwhU-00047-00022872-00023236--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 6 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 6</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (EN)</p>
<p>For they did not suspect him to be their enemy and he gained it thus.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/en_AUD0000000198_S0001350--de_XXBXlAHn5jc-00230-00104998-00105538.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (DE)</p>
<p>Atome, die für uns vorher noch verschlossen waren, nun in unseren lichtkörpern öffnen.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/en_AUD0000000198_S0001350--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/en_AUD0000000198_S0001350--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/en_AUD0000000198_S0001350--de_XXBXlAHn5jc-00230-00104998-00105538.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 7 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 7</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (ES)</p>
<p>Se ubicaron dentro otras dependencias como la real audiencia, la ca rcel y las cajas reales.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/es_DUOCoVB5Pn4-00010-00005256-00005868--es_khK9jZSq0vE-00032-00020568-00020972.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ES)</p>
<p>Es fundamental llevarla a cabocon el esfuerzo de todos y todas.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/es_DUOCoVB5Pn4-00010-00005256-00005868--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/es_DUOCoVB5Pn4-00010-00005256-00005868--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/es_DUOCoVB5Pn4-00010-00005256-00005868--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 8 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 8</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (FR)</p>
<p>Cinq étapes pour rédiger votre règlement intérieur!</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/fr_AhP29aK1iuQ-00000-00000124-00000462--es_khK9jZSq0vE-00032-00020568-00020972.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ES)</p>
<p>Es fundamental llevarla a cabocon el esfuerzo de todos y todas.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/fr_AhP29aK1iuQ-00000-00000124-00000462--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/fr_AhP29aK1iuQ-00000-00000124-00000462--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/fr_AhP29aK1iuQ-00000-00000124-00000462--es_khK9jZSq0vE-00032-00020568-00020972.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 9 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 9</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (FR)</p>
<p>S il dit après je suis désolé vous pouvez faire confiance à son je suis désolé.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/fr__xj_NRpdqv4-00001-00000847-00001339--fr_iwApan4dw9o-00201-00086659-00087158.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (FR)</p>
<p>Mourir dans la nature? parce qu avant de mourir, ils ont le temps de se reproduire!</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/fr__xj_NRpdqv4-00001-00000847-00001339--fr_iwApan4dw9o-00201-00086659-00087158.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/fr__xj_NRpdqv4-00001-00000847-00001339--fr_iwApan4dw9o-00201-00086659-00087158.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/fr__xj_NRpdqv4-00001-00000847-00001339--fr_iwApan4dw9o-00201-00086659-00087158.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 10 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 10</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (ID)</p>
<p>Yang beriman di antara kalian beriman di antara kalian.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/id_R0M5JGubPYg-00267-00229817-00230526--fr_AhP29aK1iuQ-00000-00000124-00000462.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (FR)</p>
<p>Cinq étapes pour rédiger votre règlement intérieur!</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/id_R0M5JGubPYg-00267-00229817-00230526--fr_AhP29aK1iuQ-00000-00000124-00000462.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/id_R0M5JGubPYg-00267-00229817-00230526--fr_AhP29aK1iuQ-00000-00000124-00000462.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/id_R0M5JGubPYg-00267-00229817-00230526--fr_AhP29aK1iuQ-00000-00000124-00000462.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 11 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 11</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (ID)</p>
<p>Tanggal dan bulan saya tidak bisa dapat yang tau bisa berbagi informasi di kolom komentar.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/id_Tn7A5a2yV_8-00086-00048759-00049366--id_f6T_qbZFUlM-00021-00031180-00031620.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ID)</p>
<p>Yang ke tiga, kemudian rukuk dan memanjangkan rukuknya.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/id_Tn7A5a2yV_8-00086-00048759-00049366--id_f6T_qbZFUlM-00021-00031180-00031620.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/id_Tn7A5a2yV_8-00086-00048759-00049366--id_f6T_qbZFUlM-00021-00031180-00031620.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/id_Tn7A5a2yV_8-00086-00048759-00049366--id_f6T_qbZFUlM-00021-00031180-00031620.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 12 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 12</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (IT)</p>
<p>Condizioni, in determinate situazioni e dovremmo riconoscere solo determinati diritti.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/it_ad04xbymvku-00033-00019084-00019662--id_QTgAZolznjU-00007-00004200-00004728.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (ID)</p>
<p>Dari para perampok tersebut beruntung anaknya selamat meskipun mengalami luka tembak di bagian.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/it_ad04xbymvku-00033-00019084-00019662--id_QTgAZolznjU-00007-00004200-00004728.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/it_ad04xbymvku-00033-00019084-00019662--id_QTgAZolznjU-00007-00004200-00004728.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/it_ad04xbymvku-00033-00019084-00019662--id_QTgAZolznjU-00007-00004200-00004728.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 13 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 13</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (IT)</p>
<p>Sarebbero stati studiati i metodi di cura del dottore dei miracoli.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/it_lNUVixAHHgy-00289-00125759-00126204--it_NooLzZLapRk-00007-00004832-00005230.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (IT)</p>
<p>E quello era come non effettuare una chiamata di emergenza.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/it_lNUVixAHHgy-00289-00125759-00126204--it_NooLzZLapRk-00007-00004832-00005230.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/it_lNUVixAHHgy-00289-00125759-00126204--it_NooLzZLapRk-00007-00004832-00005230.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/it_lNUVixAHHgy-00289-00125759-00126204--it_NooLzZLapRk-00007-00004832-00005230.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 14 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 14</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (PT)</p>
<p>E as práticas feministas em âmbitos acadêmicos, artísticos e sociais.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/pt_ANIBBQy3Ys8-00050-00016773-00017320--it_PH929U8L_D0-00043-00023030-00023474.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (IT)</p>
<p>No, non l ascoltavo e le dissi, non venire qui con questa roba.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/pt_ANIBBQy3Ys8-00050-00016773-00017320--it_PH929U8L_D0-00043-00023030-00023474.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/pt_ANIBBQy3Ys8-00050-00016773-00017320--it_PH929U8L_D0-00043-00023030-00023474.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/pt_ANIBBQy3Ys8-00050-00016773-00017320--it_PH929U8L_D0-00043-00023030-00023474.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 15 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 15</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (PT)</p>
<p>Outra coisa que também podemos dizer sobre as terminações é que podem ser chamadas de sufixo.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/pt_Yt13sZeM30g-00038-00016200-00016932--pt_ANIBBQy3Ys8-00050-00016773-00017320.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (PT)</p>
<p>E as práticas feministas em âmbitos acadêmicos, artísticos e sociais.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/pt_Yt13sZeM30g-00038-00016200-00016932--pt_ANIBBQy3Ys8-00050-00016773-00017320.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/pt_Yt13sZeM30g-00038-00016200-00016932--pt_ANIBBQy3Ys8-00050-00016773-00017320.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/pt_Yt13sZeM30g-00038-00016200-00016932--pt_ANIBBQy3Ys8-00050-00016773-00017320.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 16 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 16</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (RU)</p>
<p>Приветствую вас на канале вкусные рецепты.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Reference (Ground Truth)</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/gt/ru_zi6RULu96Vy-00001-00000259-00000600--pt_VcwRZ9CPKdQ-00016-00007294-00007601.mp3" preload="none"></audio>
</div>
</div>
</div>
</div>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Target text (PT)</p>
<p>E não são estas aquelas mesmas águas.</p>
</div>
<div class="column has-text-right">
<div class="edit-audio-controls tts-audio-controls">
<div class="audio-control">
<span class="edit-audio-label">Baseline</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/openaudio-s1-mini/ru_zi6RULu96Vy-00001-00000259-00000600--pt_VcwRZ9CPKdQ-00016-00007294-00007601.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">LEMAS-TTS</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts/ru_zi6RULu96Vy-00001-00000259-00000600--pt_VcwRZ9CPKdQ-00016-00007294-00007601.wav" preload="none"></audio>
</div>
<div class="audio-control">
<span class="edit-audio-label">TTS+Prosody</span>
<button class="audio-button" type="button">▶</button>
<audio class="audio-hidden" src="audios/tts_examples/lemas-tts-prosody/ru_zi6RULu96Vy-00001-00000259-00000600--pt_VcwRZ9CPKdQ-00016-00007294-00007601.wav" preload="none"></audio>
</div>
</div>
</div>
</div>
</div>
<!-- TTS Example 17 -->
<div class="box audio-sample">
<h3 class="title is-5">Example 17</h3>
<div class="audio-row columns is-vcentered">
<div class="column is-two-thirds">
<p class="audio-label">Reference text (RU)</p>
<p>Но я не могу сделать то, о чем вы просите.</p>
</div>
<div class="column has-text-right">