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PCL detection task is aimed at identifying and categorizing language that is patronizing or condescending towards vulnerable communities in the general media.Compared to other NLP tasks of paragraph classification, the negative language…

Computation and Language · Computer Science 2022-08-03 Yong Deng , Chenxiao Dou , Liangyu Chen , Deqiang Miao , Xianghui Sun , Baochang Ma , Xiangang Li

Natural Language Processing (NLP) models are used for text-related tasks such as classification and generation. To complete these tasks, input data is first tokenized from human-readable text into a format the model can understand, enabling…

Machine Learning · Computer Science 2025-06-10 Kasimir Schulz , Kenneth Yeung , Kieran Evans

Sentiment classification and sarcasm detection are both important natural language processing (NLP) tasks. Sentiment is always coupled with sarcasm where intensive emotion is expressed. Nevertheless, most literature considers them as two…

Computation and Language · Computer Science 2019-03-12 Navonil Majumder , Soujanya Poria , Haiyun Peng , Niyati Chhaya , Erik Cambria , Alexander Gelbukh

Detecting salient parts in text using natural language processing has been widely used to mitigate the effects of information overflow. Nevertheless, most of the datasets available for this task are derived mainly from academic…

Computation and Language · Computer Science 2024-03-26 Andrés García-Silva , Cristian Berrío , José Manuel Gómez-Pérez

With widening deployments of natural language processing (NLP) in daily life, inherited social biases from NLP models have become more severe and problematic. Previous studies have shown that word embeddings trained on human-generated…

Computation and Language · Computer Science 2021-12-13 Lei Ding , Dengdeng Yu , Jinhan Xie , Wenxing Guo , Shenggang Hu , Meichen Liu , Linglong Kong , Hongsheng Dai , Yanchun Bao , Bei Jiang

A classification scheme of a scientific subject gives an overview of its body of knowledge. It can also be used to facilitate access to research articles and other materials related to the subject. For example, the ACM Computing…

NLP research has attained high performances in abusive language detection as a supervised classification task. While in research settings, training and test datasets are usually obtained from similar data samples, in practice systems are…

Computation and Language · Computer Science 2021-05-21 Isar Nejadgholi , Svetlana Kiritchenko

Clickbait PDFs are PDF documents that do not embed malware but trick victims into visiting malicious web pages leading to attacks like password theft or drive-by download. While recent reports indicate a surge of clickbait PDFs, prior works…

Cryptography and Security · Computer Science 2023-12-25 Giada Stivala , Sahar Abdelnabi , Andrea Mengascini , Mariano Graziano , Mario Fritz , Giancarlo Pellegrino

As Natural Language Processing (NLP) and Machine Learning (ML) tools rise in popularity, it becomes increasingly vital to recognize the role they play in shaping societal biases and stereotypes. Although NLP models have shown success in…

Computation and Language · Computer Science 2019-06-24 Tony Sun , Andrew Gaut , Shirlyn Tang , Yuxin Huang , Mai ElSherief , Jieyu Zhao , Diba Mirza , Elizabeth Belding , Kai-Wei Chang , William Yang Wang

Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, sentiment analysis, and…

Computation and Language · Computer Science 2025-12-22 G. M. Refatul Islam , Safwan Shaheer , Yaseen Nur , Mohammad Rafid Hamid

Cloze task is a widely used task to evaluate an NLP system's language understanding ability. However, most of the existing cloze tasks only require NLP systems to give the relative best prediction for each input data sample, rather than the…

Computation and Language · Computer Science 2021-12-06 Zizhao Hu , Ravikiran Chanumolu , Xingyu Lin , Nayela Ayaz , Vincent Chi

Deep learning is becoming increasingly popular in real-life applications, especially in natural language processing (NLP). Users often choose training outsourcing or adopt third-party data and models due to data and computation resources…

Computation and Language · Computer Science 2022-11-23 Xuan Sheng , Zhaoyang Han , Piji Li , Xiangmao Chang

While neural machine translation (NMT) is making good progress in the past two years, tens of millions of bilingual sentence pairs are needed for its training. However, human labeling is very costly. To tackle this training data bottleneck,…

Computation and Language · Computer Science 2016-11-02 Yingce Xia , Di He , Tao Qin , Liwei Wang , Nenghai Yu , Tie-Yan Liu , Wei-Ying Ma

The use of natural language processing (NLP) techniques in engineering education can provide valuable insights into the underlying processes involved in generating text. While accessing these insights can be labor-intensive if done…

Human-Computer Interaction · Computer Science 2023-05-30 Andrew Katz , Umair Shakir , Ben Chambers

We introduce a novel task consisting in assigning a proof to a given mathematical statement. The task is designed to improve the processing of research-level mathematical texts. Applying Natural Language Processing (NLP) tools to research…

Computation and Language · Computer Science 2021-02-04 Maximin Coavoux , Shay B. Cohen

Text preprocessing is often the first step in the pipeline of a Natural Language Processing (NLP) system, with potential impact in its final performance. Despite its importance, text preprocessing has not received much attention in the deep…

Computation and Language · Computer Science 2018-08-24 Jose Camacho-Collados , Mohammad Taher Pilehvar

The use of natural language processing (NLP) is gaining popularity in software engineering. In order to correctly perform NLP, we must pre-process the textual information to separate natural language from other information, such as log…

Software Engineering · Computer Science 2018-03-21 Mika V. Mäntylä , Fabio Calefato , Maelick Claes

Explainable NLP techniques primarily explain by answering "Which tokens in the input are responsible for this prediction?''. We argue that for NLP models that make predictions by comparing two input texts, it is more useful to explain by…

Computation and Language · Computer Science 2023-12-05 Eleftheria Briakou , Navita Goyal , Marine Carpuat

The abductive natural language inference task ($\alpha$NLI) is proposed to evaluate the abductive reasoning ability of a learning system. In the $\alpha$NLI task, two observations are given and the most plausible hypothesis is asked to pick…

Information Retrieval · Computer Science 2021-09-15 Yunchang Zhu , Liang Pang , Yanyan Lan , Xueqi Cheng

Suggesting similar questions for a user query has many applications ranging from reducing search time of users on e-commerce websites, training of employees in companies to holistic learning for students. The use of Natural Language…

Computation and Language · Computer Science 2022-04-27 Shriniwas Nayak , Anuj Kanetkar , Hrushabh Hirudkar , Archana Ghotkar , Sheetal Sonawane , Onkar Litake