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The detection of sensitive content in large datasets is crucial for ensuring that shared and analysed data is free from harmful material. However, current moderation tools, such as external APIs, suffer from limitations in customisation,…

计算与语言 · 计算机科学 2025-06-25 Dimosthenis Antypas , Indira Sen , Carla Perez-Almendros , Jose Camacho-Collados , Francesco Barbieri

Well-annotated data is a prerequisite for good Natural Language Processing models. Too often, though, annotation decisions are governed by optimizing time or annotator agreement. We make a case for nuanced efforts in an interdisciplinary…

计算与语言 · 计算机科学 2022-10-31 Federico Bianchi , Stefanie Anja Hills , Patricia Rossini , Dirk Hovy , Rebekah Tromble , Nava Tintarev

In today's digital world, social media plays a significant role in facilitating communication and content sharing. However, the exponential rise in user-generated content has led to challenges in maintaining a respectful online environment.…

计算与语言 · 计算机科学 2024-03-05 Mohammad Dehghani

Automatically identifying harmful content in video is an important task with a wide range of applications. However, there is a lack of professionally labeled open datasets available. In this work VidHarm, an open dataset of 3589 video clips…

计算机视觉与模式识别 · 计算机科学 2022-09-07 Johan Edstedt , Amanda Berg , Michael Felsberg , Johan Karlsson , Francisca Benavente , Anette Novak , Gustav Grund Pihlgren

The detection and identification of toxic comments are conducive to creating a civilized and harmonious Internet environment. In this experiment, we collected various data sets related to toxic comments. Because of the characteristics of…

计算与语言 · 计算机科学 2022-03-08 Zhichang Wang , Qipeng Zhu

Large language models produce human-like text that drive a growing number of applications. However, recent literature and, increasingly, real world observations, have demonstrated that these models can generate language that is toxic,…

Script knowledge consists of detailed information on everyday activities. Such information is often taken for granted in text and needs to be inferred by readers. Therefore, script knowledge is a central component to language comprehension.…

计算与语言 · 计算机科学 2019-06-11 Lilian D. A. Wanzare , Michael Roth , Manfred Pinkal

Recent research in psycholinguistics has provided increasing evidence that humans predict upcoming content. Prediction also affects perception and might be a key to robustness in human language processing. In this paper, we investigate the…

计算与语言 · 计算机科学 2017-02-13 Ashutosh Modi , Ivan Titov , Vera Demberg , Asad Sayeed , Manfred Pinkal

Is it possible to guess human action from dialogue alone? In this work we investigate the link between spoken words and actions in movies. We note that movie screenplays describe actions, as well as contain the speech of characters and…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Arsha Nagrani , Chen Sun , David Ross , Rahul Sukthankar , Cordelia Schmid , Andrew Zisserman

With the increase in video-sharing platforms across the internet, it is difficult for humans to moderate the data for explicit content. Hence, an automated pipeline to scan through video data for explicit content has become the need of the…

计算机视觉与模式识别 · 计算机科学 2023-11-22 Shaunak Joshi , Raghav Gaggar

We present Affect2MM, a learning method for time-series emotion prediction for multimedia content. Our goal is to automatically capture the varying emotions depicted by characters in real-life human-centric situations and behaviors. We use…

计算机视觉与模式识别 · 计算机科学 2021-03-12 Trisha Mittal , Puneet Mathur , Aniket Bera , Dinesh Manocha

Film media is a rich form of artistic expression. Unlike photography, and short videos, movies contain a storyline that is deliberately complex and intricate in order to engage its audience. In this paper we present a large scale study…

计算机视觉与模式识别 · 计算机科学 2019-08-09 Paola Cascante-Bonilla , Kalpathy Sitaraman , Mengjia Luo , Vicente Ordonez

This work investigates a fundamental question: Do Video-Language Models (VidLMs) robustly account for video content, temporal sequence, and motion? Our investigation shows that, surprisingly, they often do not. We introduce REVEAL{}, a…

Automated prediction of valence, one key feature of a person's emotional state, from individuals' personal narratives may provide crucial information for mental healthcare (e.g. early diagnosis of mental diseases, supervision of disease…

计算与语言 · 计算机科学 2019-12-03 Aniruddha Tammewar , Alessandra Cervone , Eva-Maria Messner , Giuseppe Riccardi

In the recent years, there has been a tremendous increase in the amount of video content uploaded to social networking and video sharing websites like Facebook and Youtube. As of result of this, the risk of children getting exposed to adult…

计算机视觉与模式识别 · 计算机科学 2021-09-21 Praveen Tirupattur , Christian Schulze , Andreas Dengel

This project explores several Machine Learning methods to predict movie genres based on plot summaries. Naive Bayes, Word2Vec+XGBoost and Recurrent Neural Networks are used for text classification, while K-binary transformation, rank method…

计算与语言 · 计算机科学 2018-01-16 Quan Hoang

Automatically detecting inappropriate content can be a difficult NLP task, requiring understanding context and innuendo, not just identifying specific keywords. Due to the large quantity of online user-generated content, automatic detection…

计算与语言 · 计算机科学 2016-08-12 Stefania Raimondo , Frank Rudzicz

We focus on the weakly-supervised audio-visual video parsing task (AVVP), which aims to identify and locate all the events in audio/visual modalities. Previous works only concentrate on video-level overall label denoising across modalities,…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Yingying Fan , Yu Wu , Bo Du , Yutian Lin

Sentiment Analysis is an important algorithm in Natural Language Processing which is used to detect sentiment within some text. In our project, we had chosen to work on analyzing reviews of various drugs which have been reviewed in form of…

计算与语言 · 计算机科学 2020-03-27 Sairamvinay Vijayaraghavan , Debraj Basu

The millions of movies produced in the human history are valuable resources for computer vision research. However, learning a vision model from movie data would meet with serious difficulties. A major obstacle is the computational cost --…

计算机视觉与模式识别 · 计算机科学 2018-06-15 Qingqiu Huang , Yuanjun Xiong , Yu Xiong , Yuqi Zhang , Dahua Lin