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Recent advancements in text embedding have significantly improved natural language understanding across many languages, yet Persian remains notably underrepresented in large-scale embedding research. In this paper, we present Hakim, a novel…

Computation and Language · Computer Science 2025-10-10 Mehran Sarmadi , Morteza Alikhani , Erfan Zinvandi , Zahra Pourbahman

With the increasing adoption of large language models (LLMs), ensuring their alignment with social norms has become a critical concern. While prior research has examined bias detection in various languages, there remains a significant gap…

Computation and Language · Computer Science 2025-10-23 Farhan Farsi , Shayan Bali , Fatemeh Valeh , Parsa Ghofrani , Alireza Pakniat , Kian Kashfipour , Amir H. Payberah

Byte-level language models eliminate fragile tokenizers but face computational challenges in morphologically-rich languages (MRLs), where words span many bytes. We propose H-NET++, a hierarchical dynamic-chunking model that learns…

Computation and Language · Computer Science 2025-08-08 Mehrdad Zakershahrak , Samira Ghodratnama

Arabic is a widely-spoken language with a rich and long history spanning more than fourteen centuries. Yet existing Arabic corpora largely focus on the modern period or lack sufficient diachronic information. We develop a large-scale,…

Computation and Language · Computer Science 2016-12-30 Yonatan Belinkov , Alexander Magidow , Maxim Romanov , Avi Shmidman , Moshe Koppel

This paper describes a web-based corpus of global language use with a focus on how this corpus can be used for data-driven language mapping. First, the corpus provides a representation of where national varieties of major languages are used…

Computation and Language · Computer Science 2020-04-03 Jonathan Dunn

In general, speech processing models consist of a language model along with an acoustic model. Regardless of the language model's complexity and variants, three critical pre-processing steps are needed in language models: cleaning,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-16 Romina Oji , Seyedeh Fatemeh Razavi , Sajjad Abdi Dehsorkh , Alireza Hariri , Hadi Asheri , Reshad Hosseini

We present sentence aligned parallel corpora across 10 Indian Languages - Hindi, Telugu, Tamil, Malayalam, Gujarati, Urdu, Bengali, Oriya, Marathi, Punjabi, and English - many of which are categorized as low resource. The corpora are…

Computation and Language · Computer Science 2020-07-16 Shashank Siripragada , Jerin Philip , Vinay P. Namboodiri , C V Jawahar

In this paper, we introduce the Chinese corpus from CLUE organization, CLUECorpus2020, a large-scale corpus that can be used directly for self-supervised learning such as pre-training of a language model, or language generation. It has 100G…

Computation and Language · Computer Science 2020-03-06 Liang Xu , Xuanwei Zhang , Qianqian Dong

In this paper, we propose a novel approach for measuring the degree of similarity between categories of two pieces of Persian text, which were published as descriptions of two separate advertisements. We built an appropriate dataset for…

Computation and Language · Computer Science 2019-09-27 Hossein Keshavarz , Shohreh Tabatabayi Seifi , Mohammad Izadi

Recent advances in language models (LMs), have demonstrated significant efficacy in tasks related to the arts and humanities. While LMs have exhibited exceptional performance across a wide range of natural language processing tasks, there…

Computation and Language · Computer Science 2023-12-07 Amir Panahandeh , Hanie Asemi , Esmaeil Nourani

Understanding procedural natural language (e.g., step-by-step instructions) is a crucial step to execution and planning. However, while there are ample corpora and downstream tasks available in English, the field lacks such resources for…

Computation and Language · Computer Science 2024-03-08 Arda Uzunoglu , Gözde Gül Şahin

This study addresses automatic transliteration from Tajik (Cyrillic script) to Persian (Perso-Arabic script). We present a curated, lexicographically verified parallel corpus of 52,152 Tajik--Persian words and short phrases, compiled from…

Computation and Language · Computer Science 2026-05-12 Mullosharaf K. Arabov

Community Question Answering (CQA) forums provide answers for many real-life questions. Thanks to the large size, these forums are very popular among machine learning researchers. Automatic answer selection, answer ranking, question…

Computation and Language · Computer Science 2021-12-28 Naghme Jamali , Yadollah Yaghoobzadeh , Hesham Faili

Recent advancements in large vision-language models (VLMs) have primarily focused on English, with limited attention given to other languages. To address this gap, we introduce MEENA (also known as PersianMMMU), the first dataset designed…

Instruction-tuned large language models have demonstrated remarkable capabilities in following human instructions across various domains. However, their proficiency remains notably deficient in many low-resource languages. To address this…

Computation and Language · Computer Science 2025-01-16 Hojjat Mokhtarabadi , Ziba Zamani , Abbas Maazallahi , Mohammad Hossein Manshaei

Relation extraction is the task of extracting semantic relations between entities in a sentence. It is an essential part of some natural language processing tasks such as information extraction, knowledge extraction, and knowledge base…

Computation and Language · Computer Science 2020-05-15 Majid Asgari-Bidhendi , Mehrdad Nasser , Behrooz Janfada , Behrouz Minaei-Bidgoli

We present Persian Question Answering Dataset (PQuAD), a crowdsourced reading comprehension dataset on Persian Wikipedia articles. It includes 80,000 questions along with their answers, with 25% of the questions being adversarially…

Computation and Language · Computer Science 2023-02-22 Kasra Darvishi , Newsha Shahbodagh , Zahra Abbasiantaeb , Saeedeh Momtazi

Representing words and phrases into dense vectors of real numbers which encode semantic and syntactic properties is a vital constituent in natural language processing (NLP). The success of neural network (NN) models in NLP largely rely on…

Computation and Language · Computer Science 2021-01-01 Wazir Ali , Jay Kumar , Junyu Lu , Zenglin Xu

The rise of social media is enabling people to freely express their opinions about products and services. The aim of sentiment analysis is to automatically determine subject's sentiment (e.g., positive, negative, or neutral) towards a…

Computation and Language · Computer Science 2018-08-16 Kia Dashtipour , Mandar Gogate , Ahsan Adeel , Cosimo Ieracitano , Hadi Larijani , Amir Hussain

Large Language Models (LLMs) are pre-trained on large amounts of data from different sources and domains. Such datasets often contain trillions of tokens, including large portions of copyrighted or proprietary content, which raises…

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