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相关论文: Phonikud: Hebrew Grapheme-to-Phoneme Conversion fo…

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We tackle the task of text-to-speech (TTS) in Hebrew. Traditional Hebrew contains Diacritics, which dictate the way individuals should pronounce given words, however, modern Hebrew rarely uses them. The lack of diacritics in modern Hebrew…

计算与语言 · 计算机科学 2024-07-18 Amit Roth , Arnon Turetzky , Yossi Adi

Grapheme-to-phoneme (G2P) conversion is a crucial step in Text-to-Speech (TTS) systems, responsible for mapping grapheme to corresponding phonetic representations. However, it faces ambiguities problems where the same grapheme can represent…

人工智能 · 计算机科学 2025-03-21 Dongrui Han , Mingyu Cui , Jiawen Kang , Xixin Wu , Xunying Liu , Helen Meng

Grapheme-to-Phoneme (G2P) is an essential first step in any modern, high-quality Text-to-Speech (TTS) system. Most of the current G2P systems rely on carefully hand-crafted lexicons developed by experts. This poses a two-fold problem.…

计算与语言 · 计算机科学 2024-01-22 Abhinav Garg , Jiyeon Kim , Sushil Khyalia , Chanwoo Kim , Dhananjaya Gowda

Grapheme-to-phoneme (G2P) conversion is critical in speech processing, particularly for applications like speech synthesis. G2P systems must possess linguistic understanding and contextual awareness of languages with polyphone words and…

计算与语言 · 计算机科学 2024-09-16 Mahta Fetrat Qharabagh , Zahra Dehghanian , Hamid R. Rabiee

This study introduces a refined approach to Text-to-Speech (TTS) generation that significantly enhances sampling stability across languages, with a particular focus on Hebrew. By leveraging discrete semantic units with higher phonetic…

声音 · 计算机科学 2024-10-30 Ella Zeldes , Or Tal , Yossi Adi

Grapheme-to-phoneme (G2P) conversion is the process of converting the written form of words to their pronunciations. It has an important role for text-to-speech (TTS) synthesis and automatic speech recognition (ASR) systems. In this paper,…

音频与语音处理 · 电气工程与系统科学 2022-02-24 Chendong Zhao , Jianzong Wang , Xiaoyang Qu , Haoqian Wang , Jing Xiao

Grapheme-to-phoneme conversion (g2p) is necessary for text-to-speech and automatic speech recognition systems. Most g2p systems are monolingual: they require language-specific data or handcrafting of rules. Such systems are difficult to…

计算与语言 · 计算机科学 2017-10-05 Ben Peters , Jon Dehdari , Josef van Genabith

The Grapheme-to-Phoneme (G2P) task aims to convert orthographic input into a discrete phonetic representation. G2P conversion is beneficial to various speech processing applications, such as text-to-speech and speech recognition. However,…

音频与语音处理 · 电气工程与系统科学 2023-08-01 Manuel Sam Ribeiro , Giulia Comini , Jaime Lorenzo-Trueba

Lightweight, real-time text-to-speech systems are crucial for accessibility. However, the most efficient TTS models often rely on lightweight phonemizers that struggle with context-dependent challenges. In contrast, more advanced…

声音 · 计算机科学 2025-12-15 Mahta Fetrat , Donya Navabi , Zahra Dehghanian , Morteza Abolghasemi , Hamid R. Rabiee

As a key component of automated speech recognition (ASR) and the front-end in text-to-speech (TTS), grapheme-to-phoneme (G2P) plays the role of converting letters to their corresponding pronunciations. Existing methods are either slow or…

计算与语言 · 计算机科学 2023-03-03 Chunfeng Wang , Peisong Huang , Yuxiang Zou , Haoyu Zhang , Shichao Liu , Xiang Yin , Zejun Ma

Grapheme-to-phoneme (G2P) conversion for Persian presents unique challenges due to its complex phonological features, particularly homographs and Ezafe, which exist in formal and informal language contexts. This paper introduces an…

计算与语言 · 计算机科学 2025-05-13 Abbas Bertina , Shahab Beirami , Hossein Biniazian , Elham Esmaeilnia , Soheil Shahi , Mahdi Pirnia

Grapheme-to-Phoneme (G2P) models convert words to their phonetic pronunciations. Classic G2P methods include rule-based systems and pronunciation dictionaries, while modern G2P systems incorporate learning, such as, LSTM and…

计算与语言 · 计算机科学 2021-04-12 Eric Engelhart , Mahsa Elyasi , Gaurav Bharaj

In this paper, we introduce two resources: (i) G2P+, a tool for converting orthographic datasets to a consistent phonemic representation; and (ii) IPA CHILDES, a phonemic dataset of child-centered speech across 31 languages. Prior tools for…

计算与语言 · 计算机科学 2025-06-13 Zébulon Goriely , Paula Buttery

This study presents a novel approach to voice synthesis that can substitute the traditional grapheme-to-phoneme (G2P) conversion by using a deep learning-based model that generates discrete tokens directly from speech. Utilizing a…

音频与语音处理 · 电气工程与系统科学 2025-09-03 Joonyong Park , Daisuke Saito , Nobuaki Minematsu

This paper describes AraS2P, our speech-to-phonemes system submitted to the Iqra'Eval 2025 Shared Task. We adapted Wav2Vec2-BERT via Two-Stage training strategy. In the first stage, task-adaptive continue pretraining was performed on…

计算与语言 · 计算机科学 2025-09-30 Bassam Matar , Mohamed Fayed , Ayman Khalafallah

Phonetic information and linguistic knowledge are an essential component of a Text-to-speech (TTS) front-end. Given a language, a lexicon can be collected offline and Grapheme-to-Phoneme (G2P) relationships are usually modeled in order to…

计算与语言 · 计算机科学 2023-08-01 Giulia Comini , Manuel Sam Ribeiro , Fan Yang , Heereen Shim , Jaime Lorenzo-Trueba

Grapheme-based acoustic modeling has recently been shown to outperform phoneme-based approaches in both hybrid and end-to-end automatic speech recognition (ASR), even on non-phonemic languages like English. However, graphemic ASR still has…

音频与语音处理 · 电气工程与系统科学 2020-02-17 Duc Le , Thilo Koehler , Christian Fuegen , Michael L. Seltzer

The task of grapheme-to-phoneme (G2P) conversion is important for both speech recognition and synthesis. Similar to other speech and language processing tasks, in a scenario where only small-sized training data are available, learning G2P…

计算与语言 · 计算机科学 2020-06-25 Kaili Vesik , Muhammad Abdul-Mageed , Miikka Silfverberg

Grapheme-to-phoneme (G2P) models are a key component in Automatic Speech Recognition (ASR) systems, such as the ASR system in Alexa, as they are used to generate pronunciations for out-of-vocabulary words that do not exist in the…

计算与语言 · 计算机科学 2020-06-30 Alex Sokolov , Tracy Rohlin , Ariya Rastrow

Conversion of Chinese graphemes to phonemes (G2P) is an essential component in Mandarin Chinese Text-To-Speech (TTS) systems. One of the biggest challenges in Chinese G2P conversion is how to disambiguate the pronunciation of polyphones -…

计算与语言 · 计算机科学 2020-09-18 Kyubyong Park , Seanie Lee
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