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Understanding emotions during conversation is a fundamental aspect of human communication, driving NLP research for Emotion Recognition in Conversation (ERC). While considerable research has focused on discerning emotions of individual…

计算与语言 · 计算机科学 2023-10-23 Shivani Kumar , Ramaneswaran S , Md Shad Akhtar , Tanmoy Chakraborty

Sentiment analysis, a popular technique for opinion mining, has been used by the software engineering research community for tasks such as assessing app reviews, developer emotions in issue trackers and developer opinions on APIs. Past…

计算与语言 · 计算机科学 2018-12-27 Achyudh Ram , Meiyappan Nagappan

Recent technological advancements in the Internet and Social media usage have resulted in the evolution of faster and efficient platforms of communication. These platforms include visual, textual and speech mediums and have brought a unique…

计算机视觉与模式识别 · 计算机科学 2020-10-12 Sunil Gundapu , Radhika Mamidi

The increasing use of social media sites in countries like India has given rise to large volumes of code-mixed data. Sentiment analysis of this data can provide integral insights into people's perspectives and opinions. Developing robust…

人工智能 · 计算机科学 2021-09-28 Aman Priyanshu , Aleti Vardhan , Sudarshan Sivakumar , Supriti Vijay , Nipuna Chhabra

Multilingual encoder-based language models are widely adopted for code-mixed analysis tasks, yet we know surprisingly little about how they represent code-mixed inputs internally - or whether those representations meaningfully connect to…

计算与语言 · 计算机科学 2026-03-23 Debajyoti Mazumder , Divyansh Pathak , Prashant Kodali , Jasabanta Patro

Sentiment analysis is a very important natural language processing activity in which one identifies the polarity of a text, whether it conveys positive, negative, or neutral sentiment. Along with the growth of social media and the Internet,…

计算与语言 · 计算机科学 2025-09-30 Meysam Shirdel Bilehsavar , Negin Mahmoudi , Mohammad Jalili Torkamani , Kiana Kiashemshaki

In multilingual colloquial settings, it is a habitual occurrence to compose expressions of text or speech containing tokens or phrases of different languages, a phenomenon popularly known as code-switching or code-mixing (CMX). We present…

计算与语言 · 计算机科学 2022-11-01 Lekan Raheem , Maab Elrashid

In this paper, we propose efficient and less resource-intensive strategies for parsing of code-mixed data. These strategies are not constrained by in-domain annotations, rather they leverage pre-existing monolingual annotated resources for…

计算与语言 · 计算机科学 2017-04-03 Irshad Ahmad Bhat , Riyaz Ahmad Bhat , Manish Shrivastava , Dipti Misra Sharma

Most existing pre-trained language representation models (PLMs) are sub-optimal in sentiment analysis tasks, as they capture the sentiment information from word-level while under-considering sentence-level information. In this paper, we…

计算与语言 · 计算机科学 2022-10-20 Shuai Fan , Chen Lin , Haonan Li , Zhenghao Lin , Jinsong Su , Hang Zhang , Yeyun Gong , Jian Guo , Nan Duan

Sentiment analysis is a field within NLP that has gained importance because it is applied in various areas such as; social media surveillance, customer feedback evaluation and market research. At the same time, distributed systems allow for…

计算与语言 · 计算机科学 2025-03-25 Mahak Shah , Akaash Vishal Hazarika , Meetu Malhotra , Sachin C. Patil , Joshit Mohanty

The NLP community has witnessed steep progress in a variety of tasks across the realms of monolingual and multilingual language processing recently. These successes, in conjunction with the proliferating mixed language interactions on…

计算与语言 · 计算机科学 2021-06-14 Sai Muralidhar Jayanthi , Kavya Nerella , Khyathi Raghavi Chandu , Alan W Black

Code-mixing, the blending of multiple languages within a single conversation, introduces a distinctive challenge, particularly in the context of response generation. Capturing the intricacies of code-mixing proves to be a formidable task,…

计算与语言 · 计算机科学 2024-01-25 Shivani Kumar , Tanmoy Chakraborty

Sentiment analysis or opinion mining help to illustrate the phrase NLP (Natural Language Processing). Sentiment analysis has been the most significant topic in recent years. The goal of this study is to solve the sentiment polarity…

计算与语言 · 计算机科学 2023-07-06 Fatema Tuz Zohra Anny , Oahidul Islam

Google app market captures the school of thought of users via ratings and text reviews. The critique's viewpoint regarding an app is proportional to their satisfaction level. Consequently, this helps other users to gain insights before…

信息检索 · 计算机科学 2020-06-18 Sakshi Ranjan , Subhankar Mishra

The usage of more than one language in the same text is referred to as Code Mixed. It is evident that there is a growing degree of adaption of the use of code-mixed data, especially English with a regional language, on social media…

计算与语言 · 计算机科学 2023-06-09 Gauri Takawane , Abhishek Phaltankar , Varad Patwardhan , Aryan Patil , Raviraj Joshi , Mukta S. Takalikar

Stress is a common feeling in daily life, but it can affect mental well-being in some situations, the development of robust detection models is imperative. This study introduces a methodical approach to the stress identification in…

计算与语言 · 计算机科学 2024-10-10 L. Ramos , M. Shahiki-Tash , Z. Ahani , A. Eponon , O. Kolesnikova , H. Calvo

Code-mixing, the practice of alternating between two or more languages in an utterance, is a common phenomenon in multilingual communities. Due to the colloquial nature of code-mixing, there is no singular correct way to translate an…

计算与语言 · 计算机科学 2024-10-15 Ayushman Gupta , Akhil Bhogal , Kripabandhu Ghosh

The conventional natural language processing approaches are not accustomed to the social media text due to colloquial discourse and non-homogeneous characteristics. Significantly, the language identification in a multilingual document is…

计算与语言 · 计算机科学 2021-06-30 M Zeeshan Ansari , Tanvir Ahmad , M M Sufyan Beg , Asma Ikram

Natural Language Inference (NLI) is the task of inferring the logical relationship, typically entailment or contradiction, between a premise and hypothesis. Code-mixing is the use of more than one language in the same conversation or…

计算与语言 · 计算机科学 2020-04-14 Simran Khanuja , Sandipan Dandapat , Sunayana Sitaram , Monojit Choudhury

In this paper we present an emotion classifier model submitted to the SemEval-2019 Task 3: EmoContext. The task objective is to classify emotion (i.e. happy, sad, angry) in a 3-turn conversational data set. We formulate the task as a…

计算与语言 · 计算机科学 2019-05-24 Shabnam Tafreshi , Mona Diab