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Content Moderation

Example Inputs

Men are bigger, stronger, smarter, are problem solvers, heal faster. Etc Men are literally built to work and get things done Women on the other hand, are built to have babies and raise families. Everything else men do better It's not just the bible it's biology Feminism lied
The naive young women who call them selves feminists are completely irrelevant to anything because they don't push to change anything. What the fuck difference do they make? None.
The only solution is for people to learn to stop being angry at entire genders
I think you listed the order. 1. People of color 3. Women Although 2 & 3 can interchange
The short/average dick dudes and the women lurking here. Or just to themselves to boost their self esteem
Can we agree that feminism is a bullshit concept and all it is aimed to do is oppress the common working man? I honestly don't have any idea what to do with my life right now...
This is just another attempt to govern women's bodies. Come on.
Let's do it again with Feminists. Now
down to younger employees. A lot of older women use fake motherly personas to hide their catty personas to disguise the fact they're frozen in time and are the same bitter ppl they've always been. A lot of abusive parents take out their long held resentments on their children
Riding the empowerment wave for women! Go Amy! #AmyMcgrath2020 #Kentucky #SemperFi

Example

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Outputs

Select seed. The seed term can steer concept induction towards more specific areas of interest. Try out one of the options below:

EmotionalMetaphorsGenderStereotypeMetaphorsPatriarchyMetaphorMetaphoricalPersonification050100↑ Number of documents

Emotional Metaphors

Criteria: Does this text express emotions using metaphorical language?

Summary: Women are objectified, lack control, and are seen as tribal and revenge-minded. Feminism is criticized as promoting hostility and entitlement.

Gender Stereotype Metaphors

Criteria: Identify if metaphorical language reinforces gender stereotypes.

Summary: Gender stereotype metaphors perpetuate harmful beliefs about women's appearance, behavior, and worth, reinforcing societal biases and inequalities.

Patriarchy Metaphor

Criteria: Is metaphorical language used to discuss patriarchy?

Summary: The examples highlight the negative impact of patriarchy, objectification of women, gender discrimination, and societal expectations on women.

Metaphorical Personification

Criteria: Does this text use personification as a form of metaphorical language?

Summary: Using metaphorical personification, we depict women as tribal, men as evil, and society as oppressive.

Analysis

➡️ Try out analyzing this data with LLooM on this Colab notebook.

LLooM, Content Moderation Notebook

Task: Develop moderation policies for toxic content

Online content moderation has been a longstanding problem, and social media platforms devote significant resources to perform algorithmic content moderation. However, content moderation models are widely criticized for their errors and can often fail for marginalized communities. Given the substantial disagreement among the population on what constitutes toxic content, how can we instead design models that account for the unique moderation needs of individual communities? LLooM can help us monitor emergent patterns of harm in online communities, allowing us to identify and mitigate gaps in content moderation models.

Dataset: Toxic social media posts

We use a dataset of social media posts (from Twitter, Reddit, and 4chan) that gathers a diverse set of annotators’ perspectives on content toxicity with ratings from 17,280 U.S. survey participants on over 100,000 examples. We further filtered to a set of posts related to feminism as an example of a controversial topic area with a variety of user perspectives.