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Depression is a common mental health condition that can lead to hopelessness, loss of interest, self-harm, and even suicide. Early detection is challenging due to individuals not self-reporting or seeking timely clinical help. With the rise…

Computation and Language · Computer Science 2025-08-25 Idrees Mohammed , Hossein Hassani

We present a new open-source parallel corpus consisting of news articles collected from the Bianet magazine, an online newspaper that publishes Turkish news, often along with their translations in English and Kurdish. In this paper, we…

Computation and Language · Computer Science 2018-05-15 Duygu Ataman

The number of open source language models that can produce Turkish is increasing day by day, as in other languages. In order to create the basic versions of such models, the training of multilingual models is usually continued with Turkish…

Computation and Language · Computer Science 2024-04-29 H. Toprak Kesgin , M. Kaan Yuce , Eren Dogan , M. Egemen Uzun , Atahan Uz , H. Emre Seyrek , Ahmed Zeer , M. Fatih Amasyali

Recent work on end-to-end neural network-based architectures for machine translation has shown promising results for En-Fr and En-De translation. Arguably, one of the major factors behind this success has been the availability of high…

Computation and Language · Computer Science 2015-06-15 Caglar Gulcehre , Orhan Firat , Kelvin Xu , Kyunghyun Cho , Loic Barrault , Huei-Chi Lin , Fethi Bougares , Holger Schwenk , Yoshua Bengio

This works aims to design a statistical machine translation from English text to American Sign Language (ASL). The system is based on Moses tool with some modifications and the results are synthesized through a 3D avatar for interpretation.…

Computation and Language · Computer Science 2011-12-02 Achraf Othman , Mohamed Jemni

Utilizing Self-Supervised Learning (SSL) models for Speech Emotion Recognition (SER) has proven effective, yet limited research has explored cross-lingual scenarios. This study presents a comparative analysis between human performance and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-01 Zhichen Han , Tianqi Geng , Hui Feng , Jiahong Yuan , Korin Richmond , Yuanchao Li

Sign language is a set of gestures that deaf people use to communicate. Unfortunately, normal people don't understand it, which creates a communication gap that needs to be filled. Because of the variations in (Egyptian Sign Language) ESL…

Computer Vision and Pattern Recognition · Computer Science 2021-12-27 Ahmed Elhagry , Rawan Glalal Elrayes

Most current machine translation models are mainly trained with parallel corpora, and their translation accuracy largely depends on the quality and quantity of the corpora. Although there are billions of parallel sentences for a few…

Computation and Language · Computer Science 2022-03-01 Makoto Morishita , Katsuki Chousa , Jun Suzuki , Masaaki Nagata

Sign language translation as a kind of technology with profound social significance has attracted growing researchers' interest in recent years. However, the existing sign language translation methods need to read all the videos before…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Aoxiong Yin , Zhou Zhao , Jinglin Liu , Weike Jin , Meng Zhang , Xingshan Zeng , Xiaofei He

Translations capture important information about languages that can be used as implicit supervision in learning linguistic properties and semantic representations. In an information-centric view, translated texts may be considered as…

Computation and Language · Computer Science 2018-02-02 Jörg Tiedemann

Over 5% of the world's population (466 million people) has disabling hearing loss. 4 million are children. They can be hard of hearing or deaf. Deaf people mostly have profound hearing loss. Which implies very little or no hearing. Over the…

Computation and Language · Computer Science 2020-05-05 Salma El Anigri , Mohammed Majid Himmi , Abdelhak Mahmoudi

Continuous Sign Language Recognition (CSLR) focuses on the interpretation of a sequence of sign language gestures performed continually without pauses. In this study, we conduct an empirical evaluation of recent deep learning CSLR…

Computation and Language · Computer Science 2024-10-23 Sarah Alyami , Hamzah Luqman

Both image-caption pairs and translation pairs provide the means to learn deep representations of and connections between languages. We use both types of pairs in MURAL (MUltimodal, MUltitask Representations Across Languages), a dual…

Information Retrieval · Computer Science 2021-09-14 Aashi Jain , Mandy Guo , Krishna Srinivasan , Ting Chen , Sneha Kudugunta , Chao Jia , Yinfei Yang , Jason Baldridge

Urdu, spoken by over 250 million people, remains critically under-served in multimodal and vision-language research. The absence of large-scale, high-quality datasets has limited the development of Urdu-capable systems and reinforced biases…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Umair Hassan

We investigate tokenization strategies for Kurdish word embeddings by comparing word-level, morpheme-based, and BPE approaches on morphological similarity preservation tasks. We develop a BiLSTM-CRF morphological segmenter using…

Computation and Language · Computer Science 2025-11-19 Ali Salehi , Cassandra L. Jacobs

ChatGPT is a language model based on Generative AI. Existing research work on ChatGPT focused on its use in various domains. However, its potential for Sign Language Translation (SLT) is yet to be explored. This paper addresses this void.…

Computation and Language · Computer Science 2024-01-17 Nada Shahin , Leila Ismail

Parallel corpora are indispensable for training neural machine translation (NMT) models, and parallel corpora for most language pairs do not exist or are scarce. In such cases, pivot language NMT can be helpful where a pivot language is…

Computation and Language · Computer Science 2021-04-16 Raj Dabre , Aizhan Imankulova , Masahiro Kaneko , Abhisek Chakrabarty

Sign languages are the language of hearing-impaired people who use visuals like the hand, facial, and body movements for communication. There are different signs and gestures representing alphabets, words, and phrases. Nowadays…

Machine Learning · Computer Science 2024-11-08 Sharvani Srivastava , Sudhakar Singh , Pooja , Shiv Prakash

This study presents TSLFormer, a light and robust word-level Turkish Sign Language (TSL) recognition model that treats sign gestures as ordered, string-like language. Instead of using raw RGB or depth videos, our method only works with 3D…

Computation and Language · Computer Science 2025-06-19 Kutay Ertürk , Furkan Altınışık , İrem Sarıaltın , Ömer Nezih Gerek

Urdu, spoken by 230 million people worldwide, lacks dedicated transformer-based language models and curated corpora. While multilingual models provide limited Urdu support, they suffer from poor performance, high computational costs, and…

Computation and Language · Computer Science 2026-01-27 Syed Muhammad Ali , Hammad Sajid , Zainab Haider , Ali Muhammad Asad , Haya Fatima , Abdul Samad
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