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Recent studies have adopted pre-trained language models, such as CodeT5 and CodeGPT, for automated program generation tasks like code generation, repair, and translation. Numerous language model-based approaches have been proposed and…

Software Engineering · Computer Science 2024-01-09 Yue Liu , Chakkrit Tantithamthavorn , Yonghui Liu , Li Li

Large language models (LLMs) have gained popularity recently due to their outstanding performance in various downstream Natural Language Processing (NLP) tasks. However, low-resource languages are still lagging behind current…

Definition modeling, the task of generating new definitions for words in context, holds great prospect as a means to assist the work of lexicographers in documenting a broader variety of lects and languages, yet much remains to be done in…

Computation and Language · Computer Science 2025-07-15 Daniela Kazakouskaya , Timothee Mickus , Janine Siewert

This paper introduces "Shai" a 10B level large language model specifically designed for the asset management industry, built upon an open-source foundational model. With continuous pre-training and fine-tuning using a targeted corpus, Shai…

Portfolio Management · Quantitative Finance 2023-12-25 Zhongyang Guo , Guanran Jiang , Zhongdan Zhang , Peng Li , Zhefeng Wang , Yinchun Wang

Large language models (LLMs) are increasingly multilingual, yet open models continue to underperform relative to proprietary systems, with the gap most pronounced for African languages. Continued pre-training (CPT) offers a practical route…

Computation and Language · Computer Science 2026-05-06 Hao Yu , Tianyi Xu , Michael A. Hedderich , Wassim Hamidouche , Syed Waqas Zamir , David Ifeoluwa Adelani

This article explores the natural language generation capabilities of large language models with application to the production of two types of learning resources common in programming courses. Using OpenAI Codex as the large language model,…

Software Engineering · Computer Science 2022-06-28 Sami Sarsa , Paul Denny , Arto Hellas , Juho Leinonen

Large language models fragment Kazakh text into many more tokens than equivalent English text, because their tokenizers were built for high-resource languages. This tokenizer tax inflates compute, shortens the effective context window, and…

Computation and Language · Computer Science 2026-03-31 Rauan Akylzhanov

Despite Arabic being one of the most widely spoken languages, the development of Arabic Automatic Speech Recognition (ASR) systems faces significant challenges due to the language's complexity, and only a limited number of public Arabic ASR…

Computation and Language · Computer Science 2025-07-21 Lilit Grigoryan , Nikolay Karpov , Enas Albasiri , Vitaly Lavrukhin , Boris Ginsburg

Large Language Models (LLMs), such as Generative Pre-trained Transformers (GPTs) are revolutionizing the generation of human-like text, producing contextually relevant and syntactically correct content. Despite challenges like biases and…

Computation and Language · Computer Science 2025-08-04 Alper Yaman , Jannik Schwab , Christof Nitsche , Abhirup Sinha , Marco Huber

We present an expanded version of our previously released Kazakh text-to-speech (KazakhTTS) synthesis corpus. In the new KazakhTTS2 corpus, the overall size has increased from 93 hours to 271 hours, the number of speakers has risen from two…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-21 Saida Mussakhojayeva , Yerbolat Khassanov , Huseyin Atakan Varol

The evaluation of large language models is an essential task in the field of language understanding and generation. As language models continue to advance, the need for effective benchmarks to assess their performance has become imperative.…

Computation and Language · Computer Science 2023-10-03 Chan-Jan Hsu , Chang-Le Liu , Feng-Ting Liao , Po-Chun Hsu , Yi-Chang Chen , Da-shan Shiu

Conversational grounding is a collaborative mechanism for establishing mutual knowledge among participants engaged in a dialogue. This experimental study analyzes information-seeking conversations to investigate the capabilities of large…

Computation and Language · Computer Science 2024-06-05 Kristiina Jokinen , Phillip Schneider , Taiga Mori

Over the past year, there has been a robust debate about the benefits and risks of open sourcing foundation models. However, this discussion has often taken place at a high level of generality or with a narrow focus on specific technical…

External tool integration through function-calling is essential for practical language model applications, yet most multilingual models lack reliable tool-use capabilities in non-English languages. Even state-of-the-art multilingual models…

Information Retrieval · Computer Science 2025-07-01 Simeon Emanuilov

In this paper, we propose AnalogSeeker, an effort toward an open-source foundation language model for analog circuit design, with the aim of integrating domain knowledge and giving design assistance. To overcome the scarcity of data in this…

Hardware Architecture · Computer Science 2025-11-06 Zihao Chen , Ji Zhuang , Jinyi Shen , Xiaoyue Ke , Xinyi Yang , Mingjie Zhou , Zhuoyao Du , Xu Yan , Zhouyang Wu , Zhenyu Xu , Jiangli Huang , Li Shang , Xuan Zeng , Fan Yang

Text corpora are essential for training models used in tasks like summarization, translation, and large language models (LLMs). While various efforts have been made to collect monolingual and multilingual datasets in many languages, Persian…

Computation and Language · Computer Science 2025-02-14 Sara Bourbour Hosseinbeigi , Fatemeh Taherinezhad , Heshaam Faili , Hamed Baghbani , Fatemeh Nadi , Mostafa Amiri

Instruction tuning in low-resource languages remains underexplored due to limited text data, particularly in government and cultural domains. To address this, we introduce and open-source a large-scale (10,600 samples) instruction-following…

Computation and Language · Computer Science 2026-03-17 Nurkhan Laiyk , Daniil Orel , Rituraj Joshi , Maiya Goloburda , Yuxia Wang , Preslav Nakov , Fajri Koto

The development of Large Language Models (LLMs) remains heavily skewed towards English and a few other high-resource languages. This linguistic disparity is particularly evident for Bangla - the 5th most spoken language. A few initiatives…

Computation and Language · Computer Science 2025-07-01 Nishat Raihan , Marcos Zampieri

The rapid development of large language models has revolutionized code intelligence in software development. However, the predominance of closed-source models has restricted extensive research and development. To address this, we introduce…

Software Engineering · Computer Science 2024-01-29 Daya Guo , Qihao Zhu , Dejian Yang , Zhenda Xie , Kai Dong , Wentao Zhang , Guanting Chen , Xiao Bi , Y. Wu , Y. K. Li , Fuli Luo , Yingfei Xiong , Wenfeng Liang

Modeling structure and behavior of software systems plays a crucial role, in various areas of software engineering. As with other software engineering artifacts, software models are subject to evolution. Supporting modelers in evolving…

Software Engineering · Computer Science 2023-12-20 Christof Tinnes , Thomas Fuchß , Uwe Hohenstein , Sven Apel
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