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Language identification of social media text still remains a challenging task due to properties like code-mixing and inconsistent phonetic transliterations. In this paper, we present a supervised learning approach for language…

计算与语言 · 计算机科学 2018-06-28 Soumil Mandal , Sourya Dipta Das , Dipankar Das

The tremendous amount of user generated data through social networking sites led to the gaining popularity of automatic text classification in the field of computational linguistics over the past decade. Within this domain, one problem that…

计算与语言 · 计算机科学 2018-06-15 Ankush Khandelwal , Sahil Swami , Syed S. Akhtar , Manish Shrivastava

Several messages express opinions about events, products, and services, political views or even their author's emotional state and mood. Sentiment analysis has been used in several applications including analysis of the repercussions of…

计算与语言 · 计算机科学 2014-06-03 Pollyanna Gonçalves , Matheus Araújo , Fabrício Benevenuto , Meeyoung Cha

Sentiment analysis is a widely studied NLP task where the goal is to determine opinions, emotions, and evaluations of users towards a product, an entity or a service that they are reviewing. One of the biggest challenges for sentiment…

计算与语言 · 计算机科学 2018-06-13 Ethem F. Can , Aysu Ezen-Can , Fazli Can

Despite significant progress in Natural Language Generation for Indian languages (IndicNLP), there is a lack of datasets around complex structured tasks such as semantic parsing. One reason for this imminent gap is the complexity of the…

计算与语言 · 计算机科学 2023-06-06 Divyanshu Aggarwal , Vivek Gupta , Anoop Kunchukuttan

Code-mixing is the practice of using two or more languages in a single sentence, which often occurs in multilingual communities such as India where people commonly speak multiple languages. Classic NLP tools, trained on monolingual data,…

计算与语言 · 计算机科学 2024-11-28 Shruti Jagdale , Omkar Khade , Gauri Takalikar , Mihir Inamdar , Raviraj Joshi

This paper describes the system developed by the USTC-NELSLIP team for SemEval-2022 Task 11 Multilingual Complex Named Entity Recognition (MultiCoNER). We propose a gazetteer-adapted integration network (GAIN) to improve the performance of…

计算与语言 · 计算机科学 2023-05-09 Beiduo Chen , Jun-Yu Ma , Jiajun Qi , Wu Guo , Zhen-Hua Ling , Quan Liu

In a multilingual or sociolingual configuration Intra-sentential Code Switching (ICS) or Code Mixing (CM) is frequently observed nowadays. In the world, most of the people know more than one language. CM usage is especially apparent in…

计算与语言 · 计算机科学 2020-10-12 Sunil Gundapu , Radhika Mamidi

This paper reports the findings of the ICON 2023 on Gendered Abuse Detection in Indic Languages. The shared task deals with the detection of gendered abuse in online text. The shared task was conducted as a part of ICON 2023, based on a…

计算与语言 · 计算机科学 2024-01-09 Aatman Vaidya , Arnav Arora , Aditya Joshi , Tarunima Prabhakar

The presented work aims at generating a systematically annotated corpus that can support the enhancement of sentiment analysis tasks in Telugu using word-level sentiment annotations. From OntoSenseNet, we extracted 11,000 adjectives, 253…

计算与语言 · 计算机科学 2018-07-05 Sreekavitha Parupalli , Vijjini Anvesh Rao , Radhika Mamidi

We present the first Africentric SemEval Shared task, Sentiment Analysis for African Languages (AfriSenti-SemEval) - The dataset is available at https://github.com/afrisenti-semeval/afrisent-semeval-2023. AfriSenti-SemEval is a sentiment…

This report describes GMU's sentiment analysis system for the SemEval-2023 shared task AfriSenti-SemEval. We participated in all three sub-tasks: Monolingual, Multilingual, and Zero-Shot. Our approach uses models initialized with…

计算与语言 · 计算机科学 2023-04-26 Md Mahfuz Ibn Alam , Ruoyu Xie , Fahim Faisal , Antonios Anastasopoulos

This paper presents the experiments carried out by us at Jadavpur University as part of the participation in FIRE 2015 task: Entity Extraction from Social Media Text - Indian Languages (ESM-IL). The tool that we have developed for the task…

计算与语言 · 计算机科学 2015-12-15 Kamal Sarkar

In this study, we introduce a solution to the SemEval 2024 Task 10 on subtask 1, dedicated to Emotion Recognition in Conversation (ERC) in code-mixed Hindi-English conversations. ERC in code-mixed conversations presents unique challenges,…

Multi-emotion sentiment classification is a natural language processing (NLP) problem with valuable use cases on real-world data. We demonstrate that large-scale unsupervised language modeling combined with finetuning offers a practical…

计算与语言 · 计算机科学 2018-12-05 Neel Kant , Raul Puri , Nikolai Yakovenko , Bryan Catanzaro

Social media plays a significant role in cross-cultural communication. A vast amount of this occurs in code-mixed and multilingual form, posing a significant challenge to Natural Language Processing (NLP) tools for processing such…

计算与语言 · 计算机科学 2026-01-21 Dwip Dalal , Vivek Srivastava , Mayank Singh

Curriculum Learning (CL) is the idea that learning on a training set sequenced or ordered in a manner where samples range from easy to difficult, results in an increment in performance over otherwise random ordering. The idea parallels…

计算与语言 · 计算机科学 2020-07-23 Vijjini Anvesh Rao , Kaveri Anuranjana , Radhika Mamidi

Sentiment Analysis (SA) is an action research area in the digital age. With rapid and constant growth of online social media sites and services, and the increasing amount of textual data such as - statuses, comments, reviews etc. available…

计算与语言 · 计算机科学 2016-11-28 A. Hassan , M. R. Amin , N. Mohammed , A. K. A. Azad

This study introduces SentiGOLD, a Bangla multi-domain sentiment analysis dataset. Comprising 70,000 samples, it was created from diverse sources and annotated by a gender-balanced team of linguists. SentiGOLD adheres to established…

Based on the sense definition of words available in the Bengali WordNet, an attempt is made to classify the Bengali sentences automatically into different groups in accordance with their underlying senses. The input sentences are collected…

计算与语言 · 计算机科学 2015-08-07 Alok Ranjan Pal , Diganta Saha , Niladri Sekhar Dash