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Detecting hateful content is a challenging and important problem. Automated tools, like machine-learning models, can help, but they require continuous training to adapt to the ever-changing landscape of social media. In this work, we…

计算与语言 · 计算机科学 2025-11-06 Jay Patel , Hrudayangam Mehta , Jeremy Blackburn

Language models increasingly rely on massive web dumps for diverse text data. However, these sources are rife with undesirable content. As such, resources like Wikipedia, books, and newswire often serve as anchors for automatically…

This paper investigates whether the power of the models pre-trained on text data, such as BERT, can be transferred to general token sequence classification applications. To verify pre-trained models' transferability, we test the pre-trained…

计算与语言 · 计算机科学 2022-04-20 Wei-Tsung Kao , Hung-Yi Lee

In the current digital landscape, misinformation circulates rapidly, shaping public perception and causing societal divisions. It is difficult to identify hyperpartisan news in Bangla since there aren't many sophisticated natural language…

Inspired by recent work on compression with and for young humans, the success of transform-based approaches to information processing, and the rise of powerful language-based AI, we propose \emph{textual transform coding}. It shares some of…

信息论 · 计算机科学 2023-05-04 Tsachy Weissman

Numerous valuable efforts have been devoted to achieving arbitrary style transfer since the seminal work of Gatys et al. However, existing state-of-the-art approaches often generate insufficiently stylized results under challenging cases.…

计算机视觉与模式识别 · 计算机科学 2019-10-30 Chunjin Song , Zhijie Wu , Yang Zhou , Minglun Gong , Hui Huang

Understanding the semantic meaning of content on the web through the lens of entities and concepts has many practical advantages. However, when building large-scale entity extraction systems, practitioners are facing unique challenges…

计算与语言 · 计算机科学 2021-10-04 Xuanting Cai , Quanbin Ma , Pan Li , Jianyu Liu , Qi Zeng , Zhengkan Yang , Pushkar Tripathi

Text style transfer (TST) involves altering the linguistic style of a text while preserving its core content. This paper focuses on sentiment transfer, a popular TST subtask, across a spectrum of Indian languages: Hindi, Magahi, Malayalam,…

计算与语言 · 计算机科学 2024-08-28 Sourabrata Mukherjee , Atul Kr. Ojha , Akanksha Bansal , Deepak Alok , John P. McCrae , Ondřej Dušek

Reading comprehension is a challenging task in natural language processing and requires a set of skills to be solved. While current approaches focus on solving the task as a whole, in this paper, we propose to use a neural network `skill'…

计算与语言 · 计算机科学 2017-11-13 Todor Mihaylov , Zornitsa Kozareva , Anette Frank

Coreference Resolution (CR) is a fundamental NLP task critical for long-form tasks as information extraction, summarization, and many business applications. However, CR methods originally designed for English struggle with Morphologically…

计算与语言 · 计算机科学 2026-04-21 Refael Shaked Greenfeld , Reut Tsarfaty

The amount of text data available online is increasing at a very fast pace hence text summarization has become essential. Most of the modern recommender and text classification systems require going through a huge amount of data. Manually…

计算与语言 · 计算机科学 2021-08-03 Anushka Gupta , Diksha Chugh , Anjum , Rahul Katarya

Generating natural language requires conveying content in an appropriate style. We explore two related tasks on generating text of varying formality: monolingual formality transfer and formality-sensitive machine translation. We propose to…

计算与语言 · 计算机科学 2018-06-13 Xing Niu , Sudha Rao , Marine Carpuat

The World Wide Web provides unrivalled access to information globally, including factual news reporting and commentary. However, state actors and commercial players increasingly spread biased (distorted) or fake (non-factual) information to…

计算与语言 · 计算机科学 2026-01-08 Tim Menzner , Jochen L. Leidner

Different fonts have different impressions, such as elegant, scary, and cool. This paper tackles part-based shape-impression analysis based on the Transformer architecture, which is able to handle the correlation among local parts by its…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Masaya Ueda , Akisato Kimura , Seiichi Uchida

Recent developments in online communication and their usage in everyday life have caused an explosion in the amount of a new genre of text data, short text. Thus, the need to classify this type of text based on its content has a significant…

计算与语言 · 计算机科学 2024-09-10 Bruno D. Ferreira-Saraiva , Zuil Pirola , João P. Matos-Carvalho , Manuel Marques-Pita

Clustering news across languages enables efficient media monitoring by aggregating articles from multilingual sources into coherent stories. Doing so in an online setting allows scalable processing of massive news streams. To this end, we…

计算与语言 · 计算机科学 2018-09-05 Sebastião Miranda , Artūrs Znotiņš , Shay B. Cohen , Guntis Barzdins

Disentangling the content and style in the latent space is prevalent in unpaired text style transfer. However, two major issues exist in most of the current neural models. 1) It is difficult to completely strip the style information from…

计算与语言 · 计算机科学 2019-08-21 Ning Dai , Jianze Liang , Xipeng Qiu , Xuanjing Huang

Style is an integral part of natural language. However, evaluation methods for style measures are rare, often task-specific and usually do not control for content. We propose the modular, fine-grained and content-controlled similarity-based…

计算与语言 · 计算机科学 2021-09-13 Anna Wegmann , Dong Nguyen

Language models have become nearly ubiquitous in natural language processing applications achieving state-of-the-art results in many tasks including prosody. As the model design does not define predetermined linguistic targets during…

计算与语言 · 计算机科学 2023-04-26 Sofoklis Kakouros , Johannah O'Mahony

Developing a system to detect online offensive language is very important to the health and the security of online users. Studies have shown that cyberhate, online harassment and other misuses of technology are on the rise, particularly…

计算与语言 · 计算机科学 2021-02-12 Fatemah Husain , Ozlem Uzuner
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