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In recent years, text summarization methods have attracted much attention again thanks to the researches on neural network models. Most of the current text summarization methods based on neural network models are supervised methods which…

计算与语言 · 计算机科学 2024-01-25 Dehao Tao , Yingzhu Xiong , Zhongliang Yang , Yongfeng Huang

With the rise in popularity of public social media and micro-blogging services, most notably Twitter, the people have found a venue to hear and be heard by their peers without an intermediary. As a consequence, and aided by the public…

计算与语言 · 计算机科学 2016-06-21 Prashanth Vijayaraghavan , Soroush Vosoughi , Deb Roy

This paper describes our system submitted to SemEval 2019 Task 7: RumourEval 2019: Determining Rumour Veracity and Support for Rumours, Subtask A (Gorrell et al., 2019). The challenge focused on classifying whether posts from Twitter and…

计算与语言 · 计算机科学 2019-08-02 Martin Fajcik , Lukáš Burget , Pavel Smrz

Pretraining sentence encoders with language modeling and related unsupervised tasks has recently been shown to be very effective for language understanding tasks. By supplementing language model-style pretraining with further training on…

计算与语言 · 计算机科学 2019-03-01 Jason Phang , Thibault Févry , Samuel R. Bowman

Modelling the complex dynamics of online social platforms is critical for addressing challenges such as hate speech and misinformation. While Discussion Transformers, which model conversations as graph structures, have emerged as a…

社会与信息网络 · 计算机科学 2026-02-04 Liam Hebert , Lucas Kopp , Robin Cohen

We propose and compare various sentence selection strategies for active learning for the task of detecting mentions of entities. The best strategy employs the sum of confidences of two statistical classifiers trained on different views of…

计算与语言 · 计算机科学 2009-11-11 Nitin Madnani , Hongyan Jing , Nanda Kambhatla , Salim Roukos

This paper describes our system on SemEval-2023 Task 10: Explainable Detection of Online Sexism (EDOS). This work aims to design an automatic system for detecting and classifying sexist content in online spaces. We propose a set of…

计算与语言 · 计算机科学 2023-05-12 Hadiseh Mahmoudi

Sentiment analysis has been widely used by businesses for social media opinion mining, especially in the financial services industry, where customers' feedbacks are critical for companies. Recent progress of neural network models has…

计算与语言 · 计算机科学 2020-05-26 Hanjie Chen , Yangfeng Ji

Conspiracy theories, as a type of misinformation, are narratives that explains an event or situation in an irrational or malicious manner. While most previous work examined conspiracy theory in social media short texts, limited attention…

计算与语言 · 计算机科学 2023-10-31 Yuanyuan Lei , Ruihong Huang

The wide-spread use of social networks has given rise to subjective, misleading, and even false information on the Internet. Thus, subjectivity detection can play an important role in ensuring the objectiveness and the quality of a piece of…

计算与语言 · 计算机科学 2023-09-14 Georgi Pachov , Dimitar Dimitrov , Ivan Koychev , Preslav Nakov

Expressive text encoders such as RNNs and Transformer Networks have been at the center of NLP models in recent work. Most of the effort has focused on sentence-level tasks, capturing the dependencies between words in a single sentence, or…

计算与语言 · 计算机科学 2021-09-15 Manuel Widmoser , Maria Leonor Pacheco , Jean Honorio , Dan Goldwasser

This paper discusses the approach used by the Accenture Team for CLEF2021 CheckThat! Lab, Task 1, to identify whether a claim made in social media would be interesting to a wide audience and should be fact-checked. Twitter training and test…

计算与语言 · 计算机科学 2021-07-14 Evan Williams , Paul Rodrigues , Sieu Tran

A series of datasets and models have been proposed for summaries generated for well-formatted documents such as news articles. Dialogue summaries, however, have been under explored. In this paper, we present the first dataset with…

计算与语言 · 计算机科学 2023-05-29 Rongxin Zhu , Jianzhong Qi , Jey Han Lau

This paper presents six document classification models using the latest transformer encoders and a high-performing ensemble model for a task of offensive language identification in social media. For the individual models, deep transformer…

计算与语言 · 计算机科学 2020-07-22 Xiangjue Dong , Jinho D. Choi

Hate speech is a widespread and harmful form of online discourse, encompassing slurs and defamatory posts that can have serious social, psychological, and sometimes physical impacts on targeted individuals and communities. As social media…

机器学习 · 计算机科学 2025-08-08 Santosh Chapagain , Shah Muhammad Hamdi , Soukaina Filali Boubrahimi

Online manipulation of information has become more prevalent in recent years as state-sponsored disinformation campaigns seek to influence and polarize political topics through massive coordinated efforts. In the process, these efforts…

社会与信息网络 · 计算机科学 2020-09-08 Luis Vargas , Patrick Emami , Patrick Traynor

This paper presents our submission to Task 1, Subjectivity Detection, of the CheckThat! Lab at CLEF 2025. We investigate the effectiveness of transfer-learning and stylistic data augmentation to improve classification of subjective and…

计算与语言 · 计算机科学 2025-07-09 Maximilian Heil , Dionne Bang

In this digital age of news consumption, a news reader has the ability to react, express and share opinions with others in a highly interactive and fast manner. As a consequence, fake news has made its way into our daily life because of…

计算与语言 · 计算机科学 2020-09-22 Gullal S. Cheema , Sherzod Hakimov , Ralph Ewerth

Persuasion techniques detection in news in a multi-lingual setup is non-trivial and comes with challenges, including little training data. Our system successfully leverages (back-)translation as data augmentation strategies with…

计算与语言 · 计算机科学 2023-04-28 Neele Falk , Annerose Eichel , Prisca Piccirilli

Aspect-category sentiment analysis provides granular insights by identifying specific themes within product reviews that are associated with particular opinions. Supervised learning approaches dominate the field. However, data is scarce and…

计算与语言 · 计算机科学 2025-08-26 Filippos Ventirozos , Peter Appleby , Matthew Shardlow