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This paper proposes a multi-agent artificial intelligence system that generates response-oriented media content in real time based on audio-derived emotional signals. Unlike conventional speech emotion recognition studies that focus…

Artificial Intelligence · Computer Science 2026-01-21 HyeYoung Lee

We evaluate how effectively platform-level parental controls moderate a mainstream conversational assistant used by minors. Our two-phase protocol first builds a category-balanced conversation corpus via PAIR-style iterative prompt…

Computers and Society · Computer Science 2026-02-02 Kerem Ersoz , Saleh Afroogh , David Atkinson , Junfeng Jiao

We present the shared task on artificial text detection in Russian, which is organized as a part of the Dialogue Evaluation initiative, held in 2022. The shared task dataset includes texts from 14 text generators, i.e., one human writer and…

We present KidsNanny, a two-stage multimodal content moderation architecture for child safety. Stage 1 combines a vision transformer (ViT) with an object detector for visual screening (11.7 ms); outputs are routed as text not raw pixels to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Viraj Panchal , Tanmay Talsaniya , Parag Patel , Meet Patel

Evaluating text-to-vision content hinges on two crucial aspects: visual quality and alignment. While significant progress has been made in developing objective models to assess these dimensions, the performance of such models heavily relies…

Computer Vision and Pattern Recognition · Computer Science 2025-06-17 Zicheng Zhang , Tengchuan Kou , Shushi Wang , Chunyi Li , Wei Sun , Wei Wang , Xiaoyu Li , Zongyu Wang , Xuezhi Cao , Xiongkuo Min , Xiaohong Liu , Guangtao Zhai

This paper investigates the effectiveness of TikTok's enforcement mechanisms for limiting the exposure of harmful content to youth accounts. We collect over 7000 videos, classify them as harmful vs not-harmful, and then simulate…

Computers and Society · Computer Science 2025-09-09 Linda Xue , Francesco Corso , Nicolo' Fontana , Geng Liu , Stefano Ceri , Francesco Pierri

Rating a video based on its content is an important step for classifying video age categories. Movie content rating and TV show rating are the two most common rating systems established by professional committees. However, manually…

Computer Vision and Pattern Recognition · Computer Science 2022-12-13 Fatih Cagatay Akyon , Alptekin Temizel

This study presents a multi-stage classification framework for detecting human values in noisy Russian language social media, validated on a random sample of 7.5 million public text posts. Drawing on Schwartz's theory of basic human values,…

Computation and Language · Computer Science 2026-03-20 Maria Milkova , Maksim Rudnev

The rapid advancement of large language models (LLMs) has revolutionized text generation, making it increasingly difficult to distinguish between human- and AI-generated content. This poses a significant challenge to academic integrity,…

Computation and Language · Computer Science 2025-08-14 Tatiana Batura , Elena Bruches , Milana Shvenk , Valentin Malykh

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…

Computer Vision and Pattern Recognition · Computer Science 2023-11-22 Shaunak Joshi , Raghav Gaggar

The proliferation of video content production has led to vast amounts of data, posing substantial challenges in terms of analysis efficiency and resource utilization. Addressing this issue calls for the development of robust video analysis…

Computer Vision and Pattern Recognition · Computer Science 2025-01-10 Ulindu De Silva , Leon Fernando , Kalinga Bandara , Rashmika Nawaratne

Recent advances in video generation have posed great challenges in the assessment of AI-generated content, particularly with the emergence of increasingly sophisticated models. The various inconsistencies and defects observed in such videos…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Rui Chen , Lei Sun , Jing Tang , Geng Li , Xiangxiang Chu

The rapid proliferation of AI-powered video generation systems has introduced significant challenges in content moderation, particularly with respect to adult and sexually explicit material. Existing detection methods operate on either…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Alizishaan Khatri , Chiquita Prabhu

Text-to-image generation models have gained popularity among users around the world. However, many of these models exhibit a strong bias toward English-speaking cultures, ignoring or misrepresenting the unique characteristics of other…

Computer Vision and Pattern Recognition · Computer Science 2025-02-12 Viacheslav Vasilev , Julia Agafonova , Nikolai Gerasimenko , Alexander Kapitanov , Polina Mikhailova , Evelina Mironova , Denis Dimitrov

The prevalence of short form video platforms, combined with the ineffectiveness of age verification mechanisms, raises concerns about the potential harms facing children and teenagers in an algorithm-moderated online environment. We…

Computers and Society · Computer Science 2026-05-27 Haoning Xue , Brian Nishimine , Martin Hilbert , Drew Cingel , Samantha Vigil , Jane Shawcroft , Arti Thakur , Zubair Shafiq , Jingwen Zhang

Storytelling is the lifeline of the entertainment industry -- movies, TV shows, and stand-up comedies, all need stories. A good and gripping script is the lifeline of storytelling and demands creativity and resource investment. Good…

Computation and Language · Computer Science 2023-08-08 Prerak Gandhi , Vishal Pramanik , Pushpak Bhattacharyya

The accurate prediction of danger levels in video content is critical for enhancing safety and security systems, particularly in environments where quick and reliable assessments are essential. In this study, we perform a comparative…

Artificial Intelligence · Computer Science 2024-10-28 Pranav Gupta , Pratham Gohil , Sridhar S

Evaluating AI-generated video (AIGV) quality hinges on three crucial dimensions: visual quality, dynamic quality, and text-video alignment. While numerous evaluation datasets and algorithms have been proposed, existing approaches are…

Computer Vision and Pattern Recognition · Computer Science 2026-03-02 Xiele Wu , Zicheng Zhang , Mingtao Chen , Yixian Liu , Yiming Liu , Shushi Wang , Zhichao Hu , Yuhong Liu , Guangtao Zhai , Xiaohong Liu

The launch of ChatGPT in November 2022 marked the beginning of a new era in AI, the availability of generative AI tools for everyone to use. ChatGPT and other similar chatbots boast a wide range of capabilities from answering student…

Computation and Language · Computer Science 2024-09-04 Yanchen Wang , Lisa Singh

The Internet's wealth of content, with up to 60% published in English, starkly contrasts the global population, where only 18.8% are English speakers, and just 5.1% consider it their native language, leading to disparities in online…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-11 Kevin Cai , Chonghua Liu , David M. Chan
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