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Translation of perceptual descriptors such as the perceived affective quality attributes in the soundscape standard (ISO/TS 12913-2:2018) is an inherently intricate task, especially if the target language is used in multiple countries.…

The ecological validity of soundscape studies usually rests on a choice of soundscapes that are representative of the perceptual space under investigation. For example, a soundscape pleasantness study might investigate locations with…

Machine Learning · Computer Science 2022-06-22 Kenneth Ooi , Bhan Lam , Joo Young Hong , Karn N. Watcharasupat , Zhen-Ting Ong , Woon-Seng Gan

Translation of perceptual soundscape attributes from one language to another remains a challenging task that requires a high degree of fidelity in both psychoacoustic and psycholinguistic senses across the target population. Due to the…

Speech evaluation is an essential component in computer-assisted language learning (CALL). While speech evaluation on English has been popular, automatic speech scoring on low resource languages remains challenging. Work in this area has…

Computation and Language · Computer Science 2021-07-09 Huayun Zhang , Ke Shi , Nancy F. Chen

Large Language Models (LLMs) often exhibit cultural biases due to training data dominated by high-resource languages like English and Chinese. This poses challenges for accurately representing and evaluating diverse cultural contexts,…

Computation and Language · Computer Science 2025-08-11 Zhong Ken Hew , Jia Xin Low , Sze Jue Yang , Chee Seng Chan

To increase the availability and adoption of the soundscape standard, a low-cost calibration procedure for reproduction of audio stimuli over headphones was proposed as part of the global ``Soundscape Attributes Translation Project'' (SATP)…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-10 Bhan Lam , Kenneth Ooi , Zhen-Ting Ong , Karn N. Watcharasupat , Trevor Wong , Woon-Seng Gan

Malaysian English is a low resource creole language, where it carries the elements of Malay, Chinese, and Tamil languages, in addition to Standard English. Named Entity Recognition (NER) models underperform when capturing entities from…

Computation and Language · Computer Science 2024-07-02 Mohan Raj Chanthran , Lay-Ki Soon , Huey Fang Ong , Bhawani Selvaretnam

This study investigates whether phonological features can be applied in text-to-speech systems to generate native and non-native speech in English and Mandarin. We present a mapping of ARPABET/pinyin to SAMPA/SAMPA-SC and then to…

Computation and Language · Computer Science 2021-10-12 Cong Zhang , Huinan Zeng , Huang Liu , Jiewen Zheng

This study asks how self-supervised speech models represent suprasegmental categories like Mandarin lexical tone, English lexical stress, and English phrasal accents. Through a series of probing tasks, we make layer-wise comparisons of…

Computation and Language · Computer Science 2024-08-27 Antón de la Fuente , Dan Jurafsky

While code-mixing is a common linguistic practice in many parts of the world, collecting high-quality and low-cost code-mixed data remains a challenge for natural language processing (NLP) research. The recent proliferation of Large…

Similarities between language representations derived from Self-Supervised Speech Models (S3Ms) have been observed to primarily reflect geographic proximity or surface typological similarities driven by recent expansion or contact,…

Computation and Language · Computer Science 2026-03-10 Minu Kim , Hoirin Kim , David R. Mortensen

Large language models (LLMs) are increasingly used across diverse cultural contexts, making accurate cultural understanding essential. Prior evaluations have mostly focused on output-level performance, obscuring the factors that drive…

Computation and Language · Computer Science 2025-11-12 Seungho Cho , Changgeon Ko , Eui Jun Hwang , Junmyeong Lee , Huije Lee , Jong C. Park

We demonstrate that large language models' (LLMs) mathematical reasoning is culturally sensitive: testing 14 models from Anthropic, OpenAI, Google, Meta, DeepSeek, Mistral, and Microsoft across six culturally adapted variants of the GSM8K…

Artificial Intelligence · Computer Science 2026-04-09 Aabid Karim , Abdul Karim , Bhoomika Lohana , Matt Keon , Jaswinder Singh , Abdul Sattar

This study investigates whether large language models (LLMs) exhibit cross-linguistic differences in mental health evaluations. Focusing on Chinese and English, we examine two widely used models, GPT-4o and Qwen3, to assess whether prompt…

Computation and Language · Computer Science 2026-03-10 Jiayi Xu , Xiyang Hu

Sentiment analysis is crucial for brand reputation management in the banking sector, where customer feedback spans English, Sinhala, Singlish, and code-mixed text. Existing models struggle with low-resource languages like Sinhala and lack…

As frontier AI models are deployed globally, it is essential that their behaviour remains safe and reliable across diverse linguistic and cultural contexts. To examine how current model safeguards hold up in such settings, participants from…

Multilingual automatic speech recognition (ASR) systems mostly benefit low resource languages but suffer degradation in performance across several languages relative to their monolingual counterparts. Limited studies have focused on…

Computation and Language · Computer Science 2022-07-08 Muhammad Umar Farooq , Thomas Hain

Metaphors are pervasive in communication, making them crucial for natural language processing (NLP). Previous research on automatic metaphor processing predominantly relies on training data consisting of English samples, which often reflect…

Computation and Language · Computer Science 2025-06-10 Senqi Yang , Dongyu Zhang , Jing Ren , Ziqi Xu , Xiuzhen Zhang , Yiliao Song , Hongfei Lin , Feng Xia

Recently, ChatGPT has attracted a lot of interest from both researchers and the general public. While the performance of ChatGPT in named entity recognition and relation extraction from Standard English texts is satisfactory, it remains to…

Computation and Language · Computer Science 2024-07-01 Mohan Raj Chanthran , Lay-Ki Soon , Huey Fang Ong , Bhawani Selvaretnam

Most current large language models (LLMs) support a wide variety of languages in addition to English, including high-resource languages (e.g. German, Chinese, French), as well as low-resource ones (e.g. Swahili, Telugu). In addition they…

Computation and Language · Computer Science 2025-11-10 Jan-Thorsten Peter , David Vilar , Tobias Domhan , Dan Malkin , Markus Freitag
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