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As computer-generated content and deepfakes make steady improvements, semantic approaches to multimedia forensics will become more important. In this paper, we introduce a novel classification architecture for identifying semantic…

计算机视觉与模式识别 · 计算机科学 2021-05-28 Scott McCrae , Kehan Wang , Avideh Zakhor

The research on code-mixed data is limited due to the unavailability of dedicated code-mixed datasets and pre-trained language models. In this work, we focus on the low-resource Indian language Marathi which lacks any prior work in…

计算与语言 · 计算机科学 2023-07-21 Tanmay Chavan , Omkar Gokhale , Aditya Kane , Shantanu Patankar , Raviraj Joshi

Hateful content on social media increasingly appears as multimodal memes that combine images and text to convey harmful narratives. In low-resource languages such as Bengali, automated detection remains challenging due to limited annotated…

计算与语言 · 计算机科学 2026-02-24 Raihan Tanvir , Md. Golam Rabiul Alam

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

The exponential growth of social media platforms, such as Facebook and TikTok, has revolutionized communication and content publication in human society. Users on these platforms can publish multimedia content that delivers information via…

软件工程 · 计算机科学 2023-05-24 Wenxuan Wang , Jingyuan Huang , Chang Chen , Jiazhen Gu , Jianping Zhang , Weibin Wu , Pinjia He , Michael Lyu

Hateful content detection is one of the areas where deep learning can and should make a significant difference. The Hateful Memes Challenge from Facebook helps fulfill such potential by challenging the contestants to detect hateful speech…

机器学习 · 计算机科学 2021-06-23 Yang Li , Zinc Zhang , Hutchin Huang

Recently the NLP community has started showing interest towards the challenging task of Hostile Post Detection. This paper present our system for Shared Task at Constraint2021 on "Hostile Post Detection in Hindi". The data for this shared…

计算与语言 · 计算机科学 2021-05-06 Varad Bhatnagar , Prince Kumar , Sairam Moghili , Pushpak Bhattacharyya

In recent years, several systems have been developed to regulate the spread of negativity and eliminate aggressive, offensive or abusive contents from the online platforms. Nevertheless, a limited number of researches carried out to…

计算与语言 · 计算机科学 2021-03-02 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque

Ironic identification is a challenging task in Natural Language Processing, particularly when dealing with languages that differ in syntax and cultural context. In this work, we aim to detect irony in Urdu by translating an English Ironic…

计算与语言 · 计算机科学 2025-10-28 Fiaz Ahmad , Nisar Hussain , Amna Qasim , Momina Hafeez , Muhammad Usman Grigori Sidorov , Alexander Gelbukh

Language models based on the Transformer architecture have achieved state-of-the-art performance on a wide range of NLP tasks such as text classification, question-answering, and token classification. However, this performance is usually…

计算与语言 · 计算机科学 2020-11-05 Kushal Jain , Adwait Deshpande , Kumar Shridhar , Felix Laumann , Ayushman Dash

Multimodal models that jointly process audio and language hold great promise in audio understanding and are increasingly being adopted in the music domain. By allowing users to query via text and obtain information about a given audio…

声音 · 计算机科学 2024-08-05 Benno Weck , Ilaria Manco , Emmanouil Benetos , Elio Quinton , George Fazekas , Dmitry Bogdanov

Class imbalance classification is a challenging research problem in data mining and machine learning, as most of the real-life datasets are often imbalanced in nature. Existing learning algorithms maximise the classification accuracy by…

机器学习 · 计算机科学 2018-09-05 Farshid Rayhan , Sajid Ahmed , Asif Mahbub , Md. Rafsan Jani , Swakkhar Shatabda , Dewan Md. Farid

Being the seventh most spoken language in the world, the use of the Bangla language online has increased in recent times. Hence, it has become very important to analyze Bangla text data to maintain a safe and harassment-free online place.…

Evaluating Large Language Models (LLMs) in low-resource and linguistically diverse languages remains a significant challenge in NLP, particularly for languages using non-Latin scripts like those spoken in India. Existing benchmarks…

计算与语言 · 计算机科学 2025-02-05 Sshubam Verma , Mohammed Safi Ur Rahman Khan , Vishwajeet Kumar , Rudra Murthy , Jaydeep Sen

With the growth of social media, the spread of hate speech is also increasing rapidly. Social media are widely used in many countries. Also Hate Speech is spreading in these countries. This brings a need for multilingual Hate Speech…

In the text classification problem, the imbalance of labels in datasets affect the performance of the text-classification models. Practically, the data about user comments on social networking sites not altogether appeared - the…

计算与语言 · 计算机科学 2020-10-12 Son T. Luu , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Tokenizers play a crucial role in determining the performance, training efficiency, and the inference cost of Large Language Models (LLMs). Designing effective tokenizers for multilingual LLMs is particularly challenging due to diverse…

计算与语言 · 计算机科学 2026-03-24 Souvik Rana , Arul Menezes , Ashish Kulkarni , Chandra Khatri , Shubham Agarwal

Social media has become one of the main channels for peo- ple to communicate and share their views with the society. We can often detect from these views whether the person is in favor, against or neu- tral towards a given topic. These…

计算与语言 · 计算机科学 2018-05-31 Sahil Swami , Ankush Khandelwal , Vinay Singh , Syed Sarfaraz Akhtar , Manish Shrivastava

This paper describes the system submitted to Dravidian-Codemix-HASOC2020: Hate Speech and Offensive Content Identification in Dravidian languages (Tamil-English and Malayalam-English). The task aims to identify offensive language in…

计算与语言 · 计算机科学 2020-10-21 Gaurav Arora

The use of large language models (LLMs) for evaluating outputs is becoming an increasingly effective and scalable approach. However, it remains uncertain whether this capability extends beyond task-specific evaluations to more general…

计算与语言 · 计算机科学 2025-11-13 Rhitabrat Pokharel , Ameeta Agrawal