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In modern speech synthesis, paralinguistic information--such as a speaker's vocal timbre, emotional state, and dynamic prosody--plays a critical role in conveying nuance beyond mere semantics. Traditional Text-to-Speech (TTS) systems rely…

Computation and Language · Computer Science 2025-06-23 Kexin Huang , Qian Tu , Liwei Fan , Chenchen Yang , Dong Zhang , Shimin Li , Zhaoye Fei , Qinyuan Cheng , Xipeng Qiu

Sign language translation (SLT) systems, which are often decomposed into video-to-gloss (V2G) recognition and gloss-to-text (G2T) translation through the pivot gloss, heavily relies on the availability of large-scale parallel G2T pairs.…

Computation and Language · Computer Science 2023-04-24 Ru Peng , Yawen Zeng , Junbo Zhao

Sign Language Translation (SLT) aims to automatically convert visual sign language videos into spoken language text and vice versa. While recent years have seen rapid progress, the true sources of performance improvements often remain…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Ozge Mercanoglu Sincan , Jian He Low , Sobhan Asasi , Richard Bowden

Recently, deep learning-based Text-to-Speech (TTS) systems have achieved high-quality speech synthesis results. Recurrent neural networks have become a standard modeling technique for sequential data in TTS systems and are widely used.…

Sound · Computer Science 2024-03-19 Ziqi Liang , Haoxiang Shi , Jiawei Wang , Keda Lu

In this work we present simple grapheme-based system for low-resource speech recognition using Babel data for Turkish spontaneous speech (80 hours). We have investigated different neural network architectures performance, including…

Sound · Computer Science 2018-07-04 Vladimir Bataev , Maxim Korenevsky , Ivan Medennikov , Alexander Zatvornitskiy

Sign languages are used as a primary language by approximately 70 million D/deaf people world-wide. However, most communication technologies operate in spoken and written languages, creating inequities in access. To help tackle this…

Computer Vision and Pattern Recognition · Computer Science 2023-06-21 Aashaka Desai , Lauren Berger , Fyodor O. Minakov , Vanessa Milan , Chinmay Singh , Kriston Pumphrey , Richard E. Ladner , Hal Daumé , Alex X. Lu , Naomi Caselli , Danielle Bragg

Bangla Sign Language (BdSL) translation represents a low-resource NLP task due to the lack of large-scale datasets that address sentence-level translation. Correspondingly, existing research in this field has been limited to word and…

Computation and Language · Computer Science 2025-11-12 Neelavro Saha , Rafi Shahriyar , Nafis Ashraf Roudra , Saadman Sakib , Annajiat Alim Rasel

Models of sign language have historically lagged behind those for spoken language (text and speech). Recent work has greatly improved their performance on tasks like sign language translation and isolated sign recognition. However, it…

Computation and Language · Computer Science 2026-05-01 Serpil Karabüklü , Kanishka Misra , Shester Gueuwou , Diane Brentari , Greg Shakhnarovich , Karen Livescu

Sign languages are the primary means of communication for many hard-of-hearing people worldwide. Recently, to bridge the communication gap between the hard-of-hearing community and the rest of the population, several sign language…

Computation and Language · Computer Science 2023-07-12 Abhinav Joshi , Susmit Agrawal , Ashutosh Modi

HeceTokenizer is a syllable-based tokenizer for Turkish that exploits the deterministic six-pattern phonological structure of the language to construct a closed, out-of-vocabulary (OOV)-free vocabulary of approximately 8,000 unique syllable…

Computation and Language · Computer Science 2026-04-14 Senol Gulgonul

Emotion Recognition in Conversation is a core component of affective computing, while current resources of sign language emotion datasets primarily focus on isolated sentences and lack conversational context. Models trained exclusively on…

Computation and Language · Computer Science 2026-05-25 Yusong Wang , Keyu Mao , Takao Obi , Minghao Shao , Kotaro Funakoshi

Systems that can efficiently search collections of sign language videos have been highlighted as a useful application of sign language technology. However, the problem of searching videos beyond individual keywords has received limited…

Computer Vision and Pattern Recognition · Computer Science 2022-09-16 Amanda Duarte , Samuel Albanie , Xavier Giró-i-Nieto , Gül Varol

This paper introduces a high-quality open-source speech synthesis dataset for Kazakh, a low-resource language spoken by over 13 million people worldwide. The dataset consists of about 93 hours of transcribed audio recordings spoken by two…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-09 Saida Mussakhojayeva , Aigerim Janaliyeva , Almas Mirzakhmetov , Yerbolat Khassanov , Huseyin Atakan Varol

Large language models (LLMs) have achieved impressive results in high-resource languages like English, yet their effectiveness in low-resource and morphologically rich languages remains underexplored. In this paper, we present a…

Computation and Language · Computer Science 2026-02-13 Chengxuan Xia , Qianye Wu , Hongbin Guan , Sixuan Tian , Yilun Hao , Xiaoyu Wu

In recent years, sentiment analysis has gained increasing significance, prompting researchers to explore datasets in various languages, including Turkish. However, the limited availability of Turkish datasets has led to their multifaceted…

Computation and Language · Computer Science 2024-12-10 Şevval Çakıcı , Dilara Karaduman , Mehmet Akif Çırlan , Ali Hürriyetoğlu

State-of-the-art sign language translation (SLT) systems facilitate the learning process through gloss annotations, either in an end2end manner or by involving an intermediate step. Unfortunately, gloss labelled sign language data is…

Computation and Language · Computer Science 2025-10-23 Yasser Hamidullah , Josef van Genabith , Cristina España-Bonet

Sign language recognition has attracted the interest of researchers in recent years. While numerous approaches have been proposed for European and Asian sign languages recognition, very limited attempts have been made to develop similar…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Hamzah Luqman

Sign Language Translation (SLT) converts sign language videos into spoken-language text, bridging communication between Deaf and hearing communities. Current gloss-free approaches rely on large encoder-decoder models, limiting deployment.…

Computation and Language · Computer Science 2026-05-12 Kuanwei Chen , Mengfeng Tsai

This paper introduces ES-KT-24, a novel multimodal Knowledge Tracing (KT) dataset for intelligent tutoring systems in educational game contexts. Although KT is crucial in adaptive learning, existing datasets often lack game-based and…

Social and Information Networks · Computer Science 2024-09-17 Dohee Kim , Unggi Lee , Sookbun Lee , Jiyeong Bae , Taekyung Ahn , Jaekwon Park , Gunho Lee , Hyeoncheol Kim

The recent surge in large language models has automated translations of spoken and written languages. However, these advances remain largely inaccessible to American Sign Language (ASL) users, whose language relies on complex visual cues.…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Daniel Perkins , Davis Hunter , Dhrumil Patel , Galen Flanagan
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