[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user sweetie, how the hell can you take “oh my god that’s a DICK?!?!?!?!” Style monologue
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user Hillary Clinton does give a shit about women that's why she lied again she is now keeping all the Harvey Weinstein money GREEDY BITCH
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Six posts by a Chinese-language newspaper in Malaysia on Facebook containing images of medical drugs and pills with news headlines about drug pricing, trade, and insurance policies. Posts included images of unidentified pills with news on drug pricing in Malaysia, an image of pills with a US dollar bill about China's customs duty exemptions on medication, an image of the prescription drug Saxenda with a photo of US President Joe Biden about a proposal to include the drug in medical insurance, and an image of the prescription drug Wegovy with news on US President Donald Trump's policy on drug prices.
LANGUAGE: Chinese | REGION: Southeast Asia | LOCATION: Malaysia, United States
RELEVANT POLICY: Regulated Goods and Services
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The posts involved Malaysian drug pricing policies and US political figures related to drug pricing reforms, reflecting cross-national political and economic contexts relevant to the content's interpretation.
⚑ Cultural context played a significant role in this case.

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found that the posts were news reporting by a legally registered media organization adhering to editorial standards, and that the content did not violate the Regulated Goods and Services policy. Meta's removal was therefore overturned to protect freedom of expression and journalism.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user Whore? Really? Why don't you have some respect for women you asshole!
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: An Arabic-language post in a North African forum, where a user shares their experience with a local non-profit organization and invites others to donate, including a link to the organization's website
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Spam

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Turkish blogger employs a slur to condemn the government's response to LGBTQIA+ rights, arguing that it perpetuates systemic oppression
LANGUAGE: Turkish | REGION: Middle East
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Yoruba-language video on a popular West African social media platform featured a traditional folk song with lyrics that, when taken out of context, could be interpreted as promoting violence against a rival ethnic group, but the song's intentions were actually to promote cultural heritage
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Brazilian blog post about a notorious outlaw from the country's history, with readers debating whether he was a hero or a villain, and some calling for his actions to be emulated in modern social justice movements
LANGUAGE: Portuguese | REGION: Latin America
RELEVANT POLICY: Dangerous Individuals and Organizations

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Well, I guess Booker won the "most hysterical woman" award today!! !!!
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Yoruba-language post on a social media platform that quotes a traditional Nigerian proverb which, when taken out of context, could be seen as demeaning to a particular gender, but is actually meant to convey a message of empowerment and resilience
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Bengali-language blog shared a cartoon depicting a historical figure in a comedic light, which was flagged for harassment due to a similar image being previously reported, but the blog owner argued it was a form of cultural critique and social commentary on the treatment of minorities
LANGUAGE: Bengali | REGION: South Asia
RELEVANT POLICY: Bullying and Harassment

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Anyone else notice that for the most part Trump is completely deaf dumb and blind to the existence of the indigenous people? Unlike him, even though some of them are of mixed blood, not one of them are immigrants. Saw t-shirt said can't be an illegal immigrant in a stolen land
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A photo with a caption condemning a Swahili-language newspaper's editorial that seemed to trivialize the impact of colonialism on East African cultures, sparking a debate about cultural sensitivity and historical responsibility
LANGUAGE: Swahili | REGION: East Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Bengali-language blog post criticizing the government's response to a recent flood, using strong language to express frustration but not directly inciting violence
LANGUAGE: Bengali | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Warning of 'dangerous acceleration' in attacks on immigrants in Italy
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Please rape my slut cunt and fill it up to the brim with thick, hot cum
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A photo of a henna design on a person's hand, with a caption explaining the cultural significance of henna in North African cultures and the importance of proper aftercare to prevent skin irritation, using hashtags related to cultural heritage and beauty practices
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Spam

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Nigerian user wrote a fictional short story about a character overthrowing a corrupt leader in a fictional West African country, using magical realism to convey the struggle for justice
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Violence and Incitement

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A user in Brazil posted a picture on Instagram with a title in Portuguese indicating it was to raise awareness of signs of breast cancer. The image was pink, aligned with the 'Pink October' campaign, and contained eight photographs showing breast cancer symptoms with descriptions. Five photos included visible and uncovered female nipples, while three showed female breasts with nipples either out of shot or covered by a hand.
LANGUAGE: Portuguese | REGION: Latin America | LOCATION: Brazil
RELEVANT POLICY: Adult Nudity and Sexual Activity
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post referenced 'Pink October,' an international breast cancer awareness campaign, and was in Portuguese, reflecting Brazilian cultural and linguistic context. The case highlighted gendered differences in content moderation related to female nipples and breast cancer awareness in Brazil.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found that the post was allowed under a policy exception for breast cancer awareness and that Facebook's automated moderation failed to recognize this context, leading to an erroneous removal. The Board emphasized that automated enforcement without adequate human oversight disproportionately affects women's freedom of expression and that the post was consistent with Facebook's Community Standards.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A user appealed Meta’s decision to remove an Instagram post of a video that condemned remarks by music artist Ye (the American rapper formerly known as Kanye West) praising Hitler and denying the Holocaust. After the Board brought the appeal to Meta’s attention, the company reversed its original decision and restored the post.
LANGUAGE: Arabic | REGION: Middle East
RELEVANT POLICY: Hate Speech
COMPLEXITY: HIGH

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

The content does not violate applicable policy when cultural context is considered.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Watch: Merkel's Germany is starting to look like Syria - immigrants set cars on fire "just for fun" - Free Speech Time - @user
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A video of a beautician from Iran preparing a 14-year-old girl for her wedding, with the child confirming her age and discussing her upcoming marriage, and the beautician providing make-up services and discussing the importance of marriage over education.
LANGUAGE: Farsi | REGION: Middle East | LOCATION: Iran
RELEVANT POLICY: Child nudity and sexual exploitation of children, Human Exploitation
COMPLEXITY: HIGH

CULTURAL CONTEXT: Child marriage is a significant cultural and human rights issue in Iran, where the legal age for marriage is 13 for girls and 15 for boys. The video reflects the cultural and societal norms surrounding child marriage in Iran.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1, UN High Commissioner for Human Rights definition of child marriage

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ESCALATE

Reasoning: The Board agrees with Meta that the content should have been taken down under the Human Exploitation policy, as it clearly violated the Community Standard rule for facilitation of child marriage. The Board finds that child marriage is a form of forced marriage and gender-based violence and discrimination. The Board recommends that Meta clarify its public language and internal guidance to ensure such content is removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user Families should not bring their kids into a country illegally, would you?  We can’t afford them #sendthemhome
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A 30-second video clip showing a gay couple being beaten and kicked by people, with a caption containing calls to violence and stating 'Together we can change the world' and 'Do your part this pride month'
LANGUAGE: English | REGION: Europe | LOCATION: United Kingdom
RELEVANT POLICY: Hate Speech
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post was related to Pride month, which is a celebration of LGBTQIA+ people, and the content was reported multiple times during this month.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2, Section 1, Bylaws Article 3, Section 1, Bylaws Article 2, Section 2.1.3

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Reasoning: The Board determined that the content violated Meta's Hate Speech policy by endorsing violence against a protected characteristic. The post's video and caption contained multiple indicators of advocating violence against a protected-characteristic group. The Board noted that moderation errors like this one can negatively impact the protected-characteristic group.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A poem criticizing the government's handling of a social issue, using metaphors that could be seen as inflammatory
LANGUAGE: Hindi | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A news article in Morocco about a controversial Sufi leader, accused of promoting extremism, but also revered by many for his spiritual guidance and charitable work
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Dangerous Individuals and Organizations

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Facebook user, an Indigenous North American artist, posted a picture of a wampum belt along with an English text description. The belt depicts a series of images inspired by the Kamloops story, referencing the May 2021 discovery of unmarked graves at a former residential school for Indigenous children in British Columbia, Canada. The post includes the artwork's title 'Kill the Indian/ Save the Man' and describes the images as 'Theft of the Innocent, Evil Posing as Saviours, Residential School / Concentration Camp, Waiting for Discovery, Bring Our Children Home.' The user explains the meaning of the artwork, the history and educational purpose of wampum belts, and apologizes for any pain caused, stating the sole purpose is to raise awareness of this horrific story.
LANGUAGE: English | REGION: North America | LOCATION: Canada, United States
RELEVANT POLICY: Hate Speech
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post references the Kamloops discovery of unmarked graves at a former residential school in British Columbia, a significant and sensitive event in Indigenous North American history. The wampum belt is a culturally specific Indigenous art form used to record stories and agreements, adding cultural significance to the post.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found the content to be counter speech intended to raise awareness of historic crimes against Indigenous people, which is permitted under the Hate Speech policy. Although the phrase 'Kill the Indian' could be hate speech in isolation, in context it condemns oppression and is not hate speech.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: I'm at the Plaza Roberto Maestas on Beacon Hill with @user to stand with people of color and immigrant communities as a collective voice of engaged voters. Watch LIVE on Facebook:
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Mandatory E-Verify for Welfare and Jobs, Faster Deportation for All Illegals,  End #DACA will fix the Problem #Trump #MAGA #RedNationRising #Immigration
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A photo of a traditional Indonesian dance performance, featuring a semi-nude dancer with intricate body paint, sparking debate about cultural expression vs. adult content
LANGUAGE: Indonesian | REGION: Southeast Asia
RELEVANT POLICY: Adult Nudity and Sexual Activity

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Facebook post advocating for the removal of a Moroccan monument dedicated to a historical figure, accused of colonialism and human rights abuses, with users debating the figure's legacy and its impact on modern society
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Turkish social media influencer's post about the Ottoman Empire's history, featuring an image of a medieval battle scene, with some comments discussing the heroism of Ottoman warriors and others criticizing the glorification of violence
LANGUAGE: Turkish | REGION: Middle East
RELEVANT POLICY: Violence and Incitement

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A post on a Nigerian social media platform calling for the relocation of a ethnic group's cultural festival, citing concerns about noise pollution and public disturbance, with comments revealing underlying ethnic tensions and prejudices
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @ THE BROKE BITCHES WHO ARE PARTYING IN MY OVARIES. I HOPE YOU FUCKING DIE AND ROT IN HELL YOU STUPID UGLY ASS BITCH
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: An interview with a Bengali Islamist cleric, discussing the balance between free speech and blasphemy in the context of a recent controversial book publication
LANGUAGE: Bengali | REGION: South Asia
RELEVANT POLICY: Dangerous Individuals and Organizations

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: An Indonesian YouTube video featuring a comedian using stereotypes and provocative language to critique the government's handling of a recent corruption scandal, potentially offending certain groups
LANGUAGE: Indonesian | REGION: Southeast Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: An Arabic-language post from a North African user, sharing a documentary about the Polisario Front and its role in the Western Sahara conflict, which could be seen as either informative or promotional content
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Dangerous Individuals and Organizations

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: If you hate fuckboys it's only cause you let one break your stupid little heart... Dumb dumb
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A traditional Ethiopian coffee ceremony invitation with a link to a local business website
LANGUAGE: Amharic | REGION: East Africa
RELEVANT POLICY: Spam

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: About the case
LANGUAGE: Arabic | REGION: South Asia
RELEVANT POLICY: Hate Speech
COMPLEXITY: HIGH

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Reasoning: Freedom of expression: Article 19, International Covenant on Civil and Political Rights (ICCPR);General Comment No. 34, Human Rights Committee, 2011; Article 5, International Convention on the Elimination of All Forms of Racial Discrimination (ICERD); UN Special Rapporteur Report on Hate Speech,A/74/486, 2019; UN Special Rapporteur Report on Online Content Moderation,A/HRC/38/35, 2018.Equality and non-discrimination: Article 2, para. 1 and Article 26 (ICCPR); Article 2, ICERD;General Recommendation 35, Committee on the Elimination of Racial Discrimination, 2013.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A recorded lecture by a Swahili-speaking Kenyan academic, analyzing the role of the government in addressing ethnic violence, and the limits of free speech in discussing inter-ethnic tensions
LANGUAGE: Swahili | REGION: East Africa
RELEVANT POLICY: Dangerous Individuals and Organizations

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Facebook user in Myanmar posted in Burmese discussing ways to limit financing to the Myanmar military after the February 2021 coup. The post proposed redirecting tax revenue to an opposition group and included a statement referencing Chinese governmental policy in Hong Kong using a profane term. The post criticized the Chinese state’s financial policies in Hong Kong, describing them as 'torture' or 'persecution,' but did not target Chinese people as an ethnic group.
LANGUAGE: Burmese | REGION: South Asia | LOCATION: Myanmar
RELEVANT POLICY: Hate Speech
COMPLEXITY: HIGH

CULTURAL CONTEXT: The Burmese term used can refer both to the Chinese state and Chinese people, requiring contextual interpretation. The post’s political context relates to Myanmar’s 2021 military coup and the role of Facebook as a communication platform in Myanmar. The political tensions between Myanmar and China and the use of language common in official discourse influenced the decision.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found that the post targeted the Chinese state rather than Chinese people as an ethnic group, and thus did not violate the Hate Speech policy. Context and linguistic nuances showed the profane term referred to the government, not a protected group, and the post was political speech relevant to Myanmar’s coup context.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Tamil-language meme page posts an image with a stereotype about a particular caste, but the caption subverts the expectation by highlighting the absurdity of such stereotypes
LANGUAGE: Tamil | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: The Philippine Catholic bishops' work for migrant workers should focus on families who are "paying the great...
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: PREYING ON WOMEN IS A BITCH TENDENCY ‼🗣
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Hindi-language video discussing the historical context of a controversial Indian independence activist, sparking debate about their legacy
LANGUAGE: Hindi | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A poem written in Bengali, describing the struggles of the Bengali independence movement, with some vivid imagery that could be seen as glorifying violence
LANGUAGE: Bengali | REGION: South Asia
RELEVANT POLICY: Violence and Incitement

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user @user keep calling her a bitch and a whore dude real grown up.
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A user shared an image of a Tamil nationalist leader, with a caption that some interpreted as glorifying the leader's role in a decades-long conflict, while others saw it as a celebration of cultural heritage
LANGUAGE: Tamil | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Swahili-language post featuring a photo of a traditional Maasai warrior with a caption that says 'the real Tanzania', prompting discussion among viewers about whether it's a celebration of cultural heritage or a romanticization of a bygone era
LANGUAGE: Swahili | REGION: East Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: From refugee to sole survivor - How one Syrian has become shoemaker to the famous
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: @user @user @user Immigration in a picturehttps://t.co/bNRq7N7Oj3
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A Bengali-language meme page shared a cartoon depicting a Hindu deity in a humorous, satirical context, which some users interpreted as disrespectful, while others saw it as a commentary on societal issues
LANGUAGE: Bengali | REGION: South Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A user posted a comment praising the actions of a historical figure, Gadjah Mada, who unified various islands in the archipelago through conquest, with some comments suggesting that his methods were justified due to the cultural context of the time
LANGUAGE: Indonesian | REGION: Southeast Asia
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: The Board reviewed three Facebook posts containing racist material, which Meta left up. The first post showed a computer-generated image of a store on fire with Black cartoon characters wearing hooded sweatshirts, carrying merchandise, and running out of the store; the store name was changed to 'Loot' and the caption described it as the next Pixar movie. The second post featured a computer-generated movie poster with a Black woman with exaggerated features holding a shopping cart full of Cheetos, titled 'EBT' (a U.S. welfare system), with the names Trayvon Martin and George Floyd at the top. The third post was a meme claiming Adobe developed software to detect photoshop, showing a woman with colorful heat-detection markings and a Black family with similar markings implying the father and food were added by editing, reinforcing stereotypes about absent Black fathers.
LANGUAGE: English | REGION: North America | LOCATION: United States, United Kingdom
RELEVANT POLICY: Hateful conduct
COMPLEXITY: HIGH

CULTURAL CONTEXT: The posts referenced culturally specific stereotypes about African Americans, including absent fathers, welfare dependency, and looting, as well as notable figures Trayvon Martin and George Floyd, whose deaths sparked protests about racial injustice in the U.S. These cultural and historical contexts influenced the Board's assessment of the posts as hateful content.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1, Bylaws Article 3 Section 1

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found that Meta initially failed to enforce its Hate Speech and Bullying and Harassment policies correctly on posts containing racist stereotypes about African Americans. After the Board's review, Meta reversed its decisions and removed the posts, acknowledging enforcement errors. The Board's decision highlights the importance of consistent application of hate speech policies to protect marginalized groups.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A video clip from a Moroccan comedy show that uses humor to address sensitive topics like corruption and social inequality, with some viewers finding it offensive and others seeing it as a necessary commentary
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Violence and Incitement

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A poem written in Yoruba, exploring themes of love and desire, using metaphor and allegory that some readers interpret as explicit, while others see as artistic expression
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Adult Nudity and Sexual Activity

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: An Arabic-language post from North Africa sharing a photo of a historic mosque with a caption that says 'when Islam was truly practiced', leading to debate among viewers about whether it's a genuine expression of religious devotion or a subtle critique of modern Muslim societies
LANGUAGE: Arabic | REGION: North Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: I cannot stand girls that ALWAYS have to have a boyfriend. #AttentionWhores #WomenSuck
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Four cases involving images of bare-chested indigenous women in non-sexual contexts were reviewed. The first case featured an Instagram post showing two bare-breasted Himba women from Namibia, posted by a visitor or tourist. The second case involved a short video on Instagram showing a Himba man dancing with bare-chested Himba women in the background. The third case was a post by a Brazilian political party's official Instagram account showing bare-chested Yanomami indigenous women, praising government efforts against illegal mining. The fourth case involved a Facebook post with similar content related to indigenous women from Germany and Mexico. All posts were removed by Meta for violating the Adult Nudity and Sexual Activity policy, except one which was left up due to newsworthiness.
LANGUAGE: English | REGION: Africa, Latin America, Europe | LOCATION: Namibia, Brazil, Germany, Mexico
RELEVANT POLICY: Adult Nudity and Sexual Activity
COMPLEXITY: HIGH

CULTURAL CONTEXT: The cases involved indigenous groups such as the Himba in Namibia and the Yanomami in Brazil, where bare-chestedness is a traditional and culturally accepted practice. The Board recognized the importance of respecting indigenous customs and the risk of cultural misrepresentation or disproportionate censorship when applying nudity policies without cultural context.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2 Section 1, Bylaws Article 3 Section 1

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Reasoning: The Board found that Meta's blanket prohibition on images of bare-chested indigenous women in non-sexual contexts disproportionately restricts the expression of Indigenous Peoples for whom such nudity is culturally significant. The Board emphasized that Meta's policy exceptions are ad hoc and not sufficiently transparent or proportionate, and recommended that Meta publicly clarify its exceptions for indigenous cultural expressions.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Obama, our SMALLEST president. Must take credit for all good; disavows all that was bad during his 8 year assault on our great country.#MAGA #KAG #POTUS #Trump #NEWS #VoteRed #NoDACA #WalkAway #AmericaFirst #USA #BackTheBlue #AllLivesMatter #LiberalismIsAMentalDisorder #NRA
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A video of an Indian celebrity's child driving a luxury car, with a Hindi caption criticizing the child's privileged upbringing and implying undue influence
LANGUAGE: Hindi | REGION: South Asia
RELEVANT POLICY: Violence and Incitement

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Two Facebook posts: one calls on Indigenous people to "bugger off to the desert where they actually belong" in response to an article about an Indigenous land council, and the other calls for "Aboriginal ratbags" to serve prison time and receive "100 strokes of the cane" in response to an article about a car chase.
LANGUAGE: English | REGION: Australia | LOCATION: Australia
RELEVANT POLICY: Hate Speech
COMPLEXITY: HIGH

CULTURAL CONTEXT: The decision involves culturally specific language and context relevant to Australia, including the use of derogatory terms like 'ratbag' and the historical context of Indigenous land rights.
⚑ Cultural context played a significant role in this case.

LEGAL REFERENCES: Charter Article 2, Section 1, Bylaws Article 3, Section 1, Bylaws Article 2, Section 2.1.3

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Reasoning: The Board brought the appeals to Meta's attention, and the company reversed its original decisions, removing both posts due to violations of Meta's Hate Speech policy. The policy prohibits statements that support or advocate for the segregation or exclusion of people on the basis of race and ethnicity.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Last week, Her Justice staff members spoke about immigrant detention, focusing on the inhumane treatment and poor conditions they observed volunteering at South Texas Family Residential Center in Dilley, TX and how chaotic policy changes continue to adversely affect detainees.
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: Russian immigrant seeks Democratic nomination for Alaska’s U.S. House seat
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: I’ve never understood why people stand and wait on they food at Tolly Ho... you a good one
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: A poem about the legacy of a historical figure, with lyrics that could be interpreted as glorifying violence against a particular group, but also contain metaphors that are open to alternative, non-violent interpretations
LANGUAGE: Yoruba | REGION: West Africa
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: ALLOW

Content does not violate the applicable policy.


[System]
You are a culturally-aware content moderation decision agent for a global social media platform.

You must evaluate social media content considering:
- Cultural and linguistic context of the post's origin community
- Meta's Community Standards and applicable policy clauses
- Real-world harm potential vs. legitimate speech rights
- Cross-cultural nuance that Western-trained AI systems typically miss

Available actions:
- ALLOW: Content is legitimate and should remain
- REMOVE: Content violates policy and must be removed
- ALLOW_WITH_LABEL: Allow but add a warning/sensitivity label
- ESCALATE: Refer to human reviewer (genuinely ambiguous high-stakes case)
- RESTRICT_DISTRIBUTION: Reduce reach without full removal

Always provide your decision followed by a concise justification.

[User]
POST: because they had a cross on !! The lovely NHS  cannot get 100 Indian Doctors over from India because of Immigration rules ,good  do we want to hire from a land of Rapists and ignorant beliefs sadly we cannot get enough training places here, why dont we use nurse Practitioners#
LANGUAGE: English | REGION: North America
RELEVANT POLICY: Hate Speech

What is the correct moderation decision? Choose one: ALLOW | REMOVE | ALLOW_WITH_LABEL | ESCALATE | RESTRICT_DISTRIBUTION
Provide your decision and a brief justification.

[Assistant]
Decision: REMOVE

Content violates policy and must be removed.