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Designing Toxic Content Classification for a Diversity of Perspectives


Designing Toxic Content Classification for a Diversity of Perspectives

In this work, we demonstrate how existing classifiers for identifying toxic comments online fail to generalize to the diverse concerns of Internet users.

Designing Toxic Content Classification for a Diversity of Perspectives

Designing Toxic Content Classification for a Diversity of Perspectives. Deepak Kumar< Patrick Gage Kelley Sunny Consolvo Joshua Mason† Elie Bursztein. Zakir ...

Designing toxic content classification for a diversity of perspectives

Based on our findings, we show how current one-size-fits-all toxicity classification algorithms, like the Perspective API from Jigsaw, can ...

Designing Toxic Content Classification for a Diversity of Perspectives

Despite many efforts to automatically identify toxic comments online (including sexual harassment, threats, and identity attacks), ...

Designing toxic content classification for a diversity of perspectives

Based on our findings, we show how current one-size-fits-all toxicity classification algorithms, like the Perspective API from Jigsaw, can improve in accuracy ...

Designing Toxic Content Classification for a Diversity of Perspectives

Request PDF | Designing Toxic Content Classification for a Diversity of Perspectives | In this work, we demonstrate how existing classifiers ...

Designing Toxic Content Classification for a Diversity of Perspectives

Designing Toxic Content Classification for a Diversity of Perspectives · Deepak Kumar, Patrick Gage Kelley, +5 authors. Michael C. Bailey ...

Designing Toxic Content Classification for a Diversity of Perspectives

06/04/21 - In this work, we demonstrate how existing classifiers for identifying toxic comments online fail to generalize to the diverse ...

arXiv:2311.00203v1 [cs.AI] 1 Nov 2023

... toxicity sub-types and modeling that in order to better understand the complexities associated with identifying and classifying toxic content.

awesome-human-label-variation - GitHub

Designing Toxic Content Classification for a Diversity of Perspectives, https://data.esrg.stanford.edu/study/toxicity-perspectives (contact author for password).

Classification of toxic comments unified through diverse internet ...

Some users misusethis freedom and make social media platforms intolerable. The magnitude of detrimental content online, such as toxic comments ...

Toxic Comment Classification | Request PDF - ResearchGate

Designing Toxic Content Classification for a Diversity of Perspectives ... toxic text into a neutral text while preserving its original content. It has a ...

A Taxonomy of Online Harm and MLLMs (GPT-4-Turbo) as Alte - OSF

Designing toxic content classification for a diversity of perspectives. In Seventeenth Symposium on Usable Privacy and Security (SOUPS 2021), (pp. 299–. 318) ...

A Human-centered Evaluation of a Toxicity Detection API

Designing toxic content classification for a diversity of perspectives. In Proceedings of the 17th Symposium on Usable Privacy and Security ...

Classification of Toxic Comments Based on Textual Data Using ...

D Kumar, Designing toxic content classification for a diversity of perspectives, Seventeenth Symposium on Usable Privacy and Security (SOUPS 2021), с. 299; K ...

An Exploration of Online Toxic Content Against Refugees

Thus, refugees often become targets of toxic content, where malicious attackers post online hate targeting this population. Such online toxicity ...

Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary ...

Content designing, ChatGPT can offer ideas for designing ... There is also the question of how they have tried to make the system more ethical (less 'toxic ...

Artificial Intelligence in Pharmaceutical Technology and Drug ...

Machine learning algorithms assist in experimental design and can predict the pharmacokinetics and toxicity of drug candidates. ... classification or outcome ...