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In this paper, we introduce a comprehensive benchmark for Persian (Farsi) text embeddings, built upon the Massive Text Embedding Benchmark (MTEB). Our benchmark includes 63 datasets spanning seven different tasks: classification,…

Computation and Language · Computer Science 2025-05-20 Erfan Zinvandi , Morteza Alikhani , Mehran Sarmadi , Zahra Pourbahman , Sepehr Arvin , Reza Kazemi , Arash Amini

Sentiment analysis aims to extract people's emotions and opinion from their comments on the web. It widely used in businesses to detect sentiment in social data, gauge brand reputation, and understand customers. Most of articles in this…

Computation and Language · Computer Science 2022-12-13 Ali Nazarizadeh , Touraj Banirostam , Minoo Sayyadpour

This paper explores the efficacy of large language models (LLMs) for Persian. While ChatGPT and consequent LLMs have shown remarkable performance in English, their efficiency for more low-resource languages remains an open question. We…

As large language models (LLMs) are embedded into mental health technologies, they are often framed either as tools assisting therapists or autonomous therapeutic systems. Such perspectives overlook their potential to mediate relational…

Human-Computer Interaction · Computer Science 2025-12-30 Jiatao Quan , Ziyue Li , Tian Qi Zhu , Yuxuan Li , Baoying Wang , Wanda Pratt , Nan Gao

In recent years, Dialogue-style Large Language Models (LLMs) such as ChatGPT and GPT4 have demonstrated immense potential in constructing open-domain dialogue agents. However, aligning these agents with specific characters or individuals…

Computation and Language · Computer Science 2023-10-10 Nuo Chen , Yan Wang , Haiyun Jiang , Deng Cai , Yuhan Li , Ziyang Chen , Longyue Wang , Jia Li

Human-like virtual characters are crucial for games, storytelling, and virtual reality, yet current methods rely heavily on annotated data or handcrafted persona prompts, making it difficult to scale up and generate realistic, contextually…

Computation and Language · Computer Science 2025-10-28 Siyuan Zheng , Pai Liu , Xi Chen , Jizheng Dong , Sihan Jia

Grapheme-to-phoneme (G2P) conversion for Persian presents unique challenges due to its complex phonological features, particularly homographs and Ezafe, which exist in formal and informal language contexts. This paper introduces an…

Computation and Language · Computer Science 2025-05-13 Abbas Bertina , Shahab Beirami , Hossein Biniazian , Elham Esmaeilnia , Soheil Shahi , Mahdi Pirnia

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

Large language models (LLMs) have shown promise for mental health support, yet training such models is constrained by the scarcity and sensitivity of real counseling dialogues. In this article, we present MindChat, a privacy-preserving LLM…

Artificial Intelligence · Computer Science 2026-01-27 Dong Xue , Jicheng Tu , Ming Wang , Xin Yan , Fangzhou Liu , Jie Hu

We investigate structural traces of language contact in the intermediate representations of a monolingual language model. Focusing on Persian (Farsi) as a historically contact-rich language, we probe the representations of a Persian-trained…

Computation and Language · Computer Science 2026-01-29 Ali Basirat , Danial Namazifard , Navid Baradaran Hemmati

Large language models (LLMs) have demonstrated notable creative abilities in generating literary texts, including poetry and short stories. However, prior research has primarily centered on English, with limited exploration of non-English…

Computation and Language · Computer Science 2026-02-16 Armin Tourajmehr , Mohammad Reza Modarres , Yadollah Yaghoobzadeh

Large Language Models (LLMs) have demonstrated remarkable capabilities across numerous languages; however, their effectiveness in low-resource languages like Persian requires thorough investigation. This paper presents a comprehensive…

Computation and Language · Computer Science 2025-10-16 Mahdi Cherakhloo , Arash Abbasi , Mohammad Saeid Sarafraz , Bijan Vosoughi Vahdat

Recently, there has been a growing interest in the use of deep learning techniques for tasks in natural language processing (NLP), with sentiment analysis being one of the most challenging areas, particularly in the Persian language. The…

Computation and Language · Computer Science 2024-03-19 Mohammad Heydari , Mohsen Khazeni , Mohammad Ali Soltanshahi

Large language models (LLMs) struggle to navigate culturally specific communication norms, limiting their effectiveness in global contexts. We focus on Persian taarof, a social norm in Iranian interactions, which is a sophisticated system…

Computation and Language · Computer Science 2025-09-03 Nikta Gohari Sadr , Sahar Heidariasl , Karine Megerdoomian , Laleh Seyyed-Kalantari , Ali Emami

Limited access to mental healthcare, extended wait times, and increasing capabilities of Large Language Models (LLMs) has led individuals to turn to LLMs for fulfilling their mental health needs. However, examining the multi-turn mental…

Computation and Language · Computer Science 2025-05-29 Mohit Chandra , Siddharth Sriraman , Harneet Singh Khanuja , Yiqiao Jin , Munmun De Choudhury

Punctuation restoration is essential for improving the readability and downstream utility of automatic speech recognition (ASR) outputs, yet remains underexplored for Persian despite its importance. We introduce PersianPunc, a large-scale,…

Computation and Language · Computer Science 2026-03-06 Mohammad Javad Ranjbar Kalahroodi , Heshaam Faili , Azadeh Shakery

Mental health is a growing global concern, prompting interest in AI-driven solutions to expand access to psychosocial support. \emph{Peer support}, grounded in lived experience, offers a valuable complement to professional care. However,…

Human-Computer Interaction · Computer Science 2026-04-10 Kellie Yu Hui Sim , Roy Ka-Wei Lee , Kenny Tsu Wei Choo

Personalized AI assistants, a hallmark of the human-like capabilities of Large Language Models (LLMs), are a challenging application that intertwines multiple problems in LLM research. Despite the growing interest in the development of…

Computation and Language · Computer Science 2025-06-03 Jisoo Mok , Ik-hwan Kim , Sangkwon Park , Sungroh Yoon

Emotion recognition is one of the machine learning applications which can be done using text, speech, or image data gathered from social media spaces. Detecting emotion can help us in different fields, including opinion mining. With the…

Computation and Language · Computer Science 2022-11-21 Amirhossein Abaskohi , Nazanin Sabri , Behnam Bahrak

Most recent works on sentiment analysis have exploited the text modality. However, millions of hours of video recordings posted on social media platforms everyday hold vital unstructured information that can be exploited to more effectively…

Computation and Language · Computer Science 2021-03-05 Kia Dashtipour , Mandar Gogate , Erik Cambria , Amir Hussain