[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 columnist has written an article criticizing the treatment of Kurds in Turkey, but some readers have interpreted it as promoting separatism and insulting Turkish identity
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: 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 Bengali social media post sharing a provocative poem that critiques societal norms, walking the line between artistic expression and offensiveness
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: @user nice new signage. Are you not concerned by Beatlemania -style hysterical crowds crongregating on you…
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 Brazilian capoeira training video where an instructor is physically correcting a student's movements, with some commentators questioning the instructor's methods as potentially abusive
LANGUAGE: Portuguese | REGION: Latin America
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: A Brazilian journalist is investigating corruption allegations against a high-ranking government official, with some online critics accusing the journalist of sensationalism and others praising the investigation as a vital public service
LANGUAGE: Portuguese | REGION: Latin America
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 satirical article about the struggles of riding public transportation in Jakarta, with readers debating the merits of the city's traffic management
LANGUAGE: Indonesian | REGION: Southeast 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: ICE: 124 illegal immigrants released from jail later charged in 138 murder cases #BuildTheWall #EnforceUSLaws#KeepAmericansSafeThis is all the Congress should be comtemplating!#BanSanctuaryCities #NoAmnesty #NoDACADeal #EndChainMigration #Deport
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 collection of testimonials and reviews for a popular traditional festival, which also mentions the festival's sponsors and vendors
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: Oh btw just to offend the femalesss CUNT CUNT CUNT WHORE CUNT WHORE SLUT BITCHSLUT FEMINISTSHIT
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 satirical article questioning the government's handling of a recent earthquake, using irony and sarcasm to criticize the official response
LANGUAGE: Turkish | REGION: Middle East
RELEVANT POLICY: Misinformation

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 play that portrays a character using hate speech, but in a way that is clearly meant to critique and challenge the audience's assumptions about prejudice and stereotypes
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 Facebook post included a photo of a protest in Kolkata, with a sign in the background referencing the Maoist insurgency in India, but the post itself was discussing police brutality
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: Me flirting- So how wealthy are your parents?
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 documentary excerpt featuring an interview with a Maoist insurgent leader, discussing the group's ideology and goals
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: A video discussing the role of traditional leaders in resolving local conflicts in rural Ethiopia, with some viewers interpreting it as promoting tribal authority over state institutions
LANGUAGE: Amharic | REGION: East 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: Two videos posted on a Facebook page featuring a woman interviewed about her experience following a fruit juice-only diet. In the first video, she describes benefits such as increased mental focus, improved skin and bowel movement, happiness, and a feeling of lightness, while mentioning previous skin problems and swollen legs. She references anorexia but states her weight normalized after initially losing over 10 kilograms. In the second video, about five months later, she reports looking young for her age, no further weight loss except for 'four kilos of impurities,' encourages trying the diet, and mentions plans to become a 'fruitarian' and start a 'pranic journey' involving living on energy instead of regular eating or drinking. The posts were viewed over 2 million times and received over 15,000 comments. Both pages involved are part of Meta's Partner Monetization Program.
LANGUAGE: Italian | REGION: Europe | LOCATION: Italy
RELEVANT POLICY: Suicide and Self-Injury
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The content was in Italian and involved a culturally specific discussion of diet and health practices in Italy. The woman's references to anorexia and pranic living reflect cultural and health-related nuances relevant to the Italian-speaking audience.
⚑ 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: ESCALATE

Reasoning: The Board found that the posts did not violate the Suicide and Self-Injury Community Standard because they did not provide instructions for drastic and unhealthy weight loss nor promote or encourage eating disorders. The content was considered personal experience sharing rather than harmful promotion. However, the Board recommended Meta restrict extreme and harmful diet-related content in its Content Monetization policies due to the pages' participation in the monetization program.


[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 War torn? Most so called refugees come from safe countries! Moron!#fuckEU #leaveEU #sendthemback it's the only option to save Europe
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 posted a quote incorrectly attributed to Joseph Goebbels, the Nazi Reich Minister of Propaganda. The quote, in English, suggested that arguments should appeal to emotions and instincts rather than intellectuals, stating that truth is subordinate to tactics and psychology. The user intended to draw a comparison between the sentiment in the quote and the presidency of Donald Trump. The post contained no images or Nazi symbols. The user had originally posted this content two years earlier and reshared it via Facebook's memory function.
LANGUAGE: English | REGION: North America | LOCATION: United States
RELEVANT POLICY: Dangerous Individuals and Organizations
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post referenced Joseph Goebbels, a key figure in Nazi Germany, and drew a comparison to a contemporary political figure, Donald Trump. This context involves sensitive historical and political connotations related to Nazism and modern political discourse in the United States.
⚑ 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 quote did not support Nazi ideology or acts of hate and violence and that Facebook's rules on Dangerous Individuals and Organizations were not sufficiently clear or publicly accessible. The Board noted a lack of clarity in Facebook's policy about when quoting a dangerous individual constitutes support or praise, and that users were not adequately informed of the reasons for removal.


[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: #Rohingya refugees move to higher ground to avert loss of lives in the upcoming monsoon season #ucanews #voiceforthevoiceless #refugee #Bangladesh @user @user @user @user @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: 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 news article discussing the controversial legacy of a former Kurdish militant leader who later advocated for peaceful resolution of the conflict
LANGUAGE: Turkish | REGION: Middle East
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 social media post featuring a map of Tamil Nadu with a quote from a historical figure, sparking debate about separatist sentiments and potential incitement of violence
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: 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 Nigerian online forum discussed the use of traditional plants for medicinal purposes, including images of the plants and their preparations, which some users reported as spam due to concerns about safety and efficacy.
LANGUAGE: Yoruba | REGION: West 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 user posted a video and accompanying text in French in a public Facebook group related to COVID-19. The post alleged a scandal at the French health regulatory agency for refusing to authorize hydroxychloroquine combined with azithromycin for COVID-19 treatment while authorizing remdesivir. The user criticized the lack of a health strategy in France and claimed that Didier Raoult’s cure is used elsewhere to save lives. The post questioned the risk of allowing doctors to prescribe a 'harmless drug' at the first symptoms of COVID-19.
LANGUAGE: French | REGION: Europe | LOCATION: France
RELEVANT POLICY: Violence and incitement
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post referenced a French health agency and a controversial COVID-19 treatment promoted by Didier Raoult, a figure known in France for advocating hydroxychloroquine. The case involved French public health policy and the societal debate around COVID-19 treatments in France.
⚑ 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 Facebook did not demonstrate the post posed a risk of imminent physical harm as required by its own rule. The post opposed government policy without encouraging unsafe behavior such as self-medication without prescription. The Board also found Facebook’s misinformation and imminent harm rule vague and inconsistent with international human rights standards, and that less intrusive measures could have been used.


[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: Posted a tweet on one of O'Reilly's today and it appears I unleashed the psychos. Been called a Russian...cunt...bitch and whore already.
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 Turkish-language forum discussion about the actions of a militant group from the early 20th century, with some users glorifying their fight for independence and others criticizing their use of violence
LANGUAGE: Turkish | REGION: Middle East
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 Instagram user posted an image with a caption including a quote by James Baldwin about love uniting humanity, expressing hope for rest, community, and revolution, and affirming queer beauty. The image shows a man holding a sign that says, “That’s Mr Faggot to you,” reclaiming a slur traditionally used against gay people. The post was viewed approximately 37,000 times.
LANGUAGE: English | REGION: North America | LOCATION: United States
RELEVANT POLICY: Hate Speech
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The post involved reclaiming a historically derogatory slur used against gay people, a practice common in LGBTQIA+ communities to empower identity and resist stigma. The context of Pride month and references to queer beauty and solidarity were culturally significant in interpreting the post’s intent.
⚑ 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: ALLOW

Reasoning: The Board found that the post used a slur in a self-referential and empowering way consistent with Meta’s policy exceptions, and that Meta’s original removal was an error. The content’s intent was clear in affirming queer identity and community, warranting restoration.


[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 I know you do, slut
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 poem written in Tamil, praising the Tamil Eelam separatist movement and its leaders, but with some users interpreting it as promoting hate speech against the Sri Lankan government and others seeing it as a form of nationalist expression
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: 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: * Croatia ðŸ‡ðŸ‡·:  Last Wednesday, illegal migrants from Iran were detained in a neighborhood near ZapreÅ¡iÄ‡.  #v4 #visegrad
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: When you thought you'd try a little s &; m and now your ass hurts so bad you can hardly sit
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: Imagine when all the EU migrants go home after #Brexit. No more baguettes or pizza. People in the UK will be reduced to just eating traditional UK foods. Like chicken Balti.
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: As the European Union gives political cover to Italy & other states blocking & threatening charities rescuing refugees & migrants escaping Libya, death rate soars to staggering 1 in 7
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 Not all men are animals. You Libs want muslims to come over still? Better pick a side.
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 user posted an image of the Azov Regiment symbol with overlaid text in Ukrainian asking, 'where is Azov?' The caption stated that more than 700 Azov soldiers remain in Russian captivity with unknown conditions and called for their return, urging to 'scream until all the Azovs are back from captivity!'
LANGUAGE: Ukrainian | REGION: Eastern Europe | LOCATION: Ukraine
RELEVANT POLICY: Dangerous Individuals and Organizations
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The Azov Regiment is a Ukrainian military unit previously designated by Meta as dangerous due to associations with far-right elements. Meta distinguishes the regiment under formal Ukrainian government control from other far-right groups in the broader Azov movement. The post's context relates to the ongoing conflict involving Ukraine and Russia and the human rights of captured soldiers.
⚑ 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 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 removal was incorrect because the Azov Regiment was no longer designated as a dangerous organization at the time of the decision. Additionally, the post fell under the exception allowing content discussing the human rights of members of designated entities, which is permitted under Meta's 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 post discussing the historical and cultural significance of self-sacrifice in Bengali literature, reported for promoting self-harm
LANGUAGE: Bengali | REGION: South Asia
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: 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 biographical post about a freedom fighter who used violent means to achieve independence, with discussions about their role in shaping the nation's history
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: @user Actually that is any benefits which would make a Immigrant a "Public Charge" law on the books for over 100 years not entitled to hold a green card or become a citizen but #Dems wont enforce it !  That is why 73% of  Mexican and Central Amer
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 post discussing the controversial legacy of a Brazilian historical figure, with comments that could be seen as hate speech, but are framed as part of a broader debate about racism and colonialism
LANGUAGE: Portuguese | REGION: Latin 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 screenshot of a news article about a recent earthquake with a caption saying 'the government's inadequate response is a betrayal, we should take matters into our own hands and protest outside the parliament building'
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 social media post criticizing a local Yoruba traditional festival for purportedly promoting idolatry, sparking debate among community members about cultural heritage and religious freedom
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: I AM NOT GOING AFTER YOUR EX BF YOU LIEING SACK OF SHIT ! I'm done with you dude that's why I dumped your ass cause your a lieing 😂😡 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: When yo girl start yelling at you for no reason.
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 Tamil-language poem expressing outrage and frustration over a recent incident of police brutality, with language that could be interpreted as either a call to action for social justice or an incitement to violence
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: @user Coming from a hysterical woman.
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: VIDEO: Immigrant activist who climbed Statue of Liberty has a new song: "America, you motherfuckers,...
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: Italy and France try to patch up migrant row, draw papal rebuke    Send them to the Vatican...
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 commented on a post about a traditional Yoruba festival, saying 'our ancestors will avenge us if we don't take back our land', which was reported for promoting violence
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 Yoruba tweet condemning the inadequacy of healthcare facilities in a rural Nigerian town, including a picture of a makeshift hospital with a comment that 'our leaders are more concerned with their own health than that of the people'
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 video was posted to a Facebook page claiming to be a news source, depicting extensive damage to buildings with overlaid English text 'Live now – Haifa Towards Down' and the posting date. The video was very similar to one on TikTok identified by an independent fact-checker as false and AI-generated. The Facebook post included a caption with multiple headline-style phrases related to the conflict and unrelated hashtags. The post received over 700,000 views.
LANGUAGE: English | REGION: Middle East | LOCATION: Iran, Israel
RELEVANT POLICY: AI-generated content
COMPLEXITY: HIGH

CULTURAL CONTEXT: The case involved the 2025 Israel-Iran war, a politically sensitive and ongoing conflict with significant regional tensions. The use of AI-generated deepfakes in this context heightened risks of misinformation and manipulation, impacting public trust and information reliability in a restrictive media environment.
⚑ 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_WITH_LABEL

Reasoning: The Board recognized the significant risks posed by deceptive AI-generated content during armed conflicts, emphasizing the need for Meta to improve detection and labeling to help users identify such content. While the content was misleading, restricting it outright would impact freedom of expression, so the Board called for a new policy framework and labeling rather than removal.


[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 role of caste in Indian society, with the speaker using phrases that could be seen as either promoting social commentary or perpetuating hate speech against certain groups
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: Kevin Rosero of the Latino Immigrant Experience Oral History Project #NJHRIC #NewarkPublicLibrary needs help identifying Newark Latino immigrant residents to interview and capture their stories and experiences. MORE INFO:
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 Ethiopian coffee ceremony where a elder is firmly reprimanding a younger participant, with onlookers watching, sparking debate on cultural norms vs. bullying
LANGUAGE: Amharic | REGION: East Africa
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: @user 'Oh said a bitch who lost everything. You whore.'
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: The United States is a country founded by immigrants and dependent for its success on #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 Hindi-language blog post discussed the historical tensions between two major religious groups in India, using language that, while not explicitly hateful, walked a fine line between critique and intolerance, sparking debate among commenters
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 Nigerian blog discussing a popular pastor, known for his prophecies and miracles, but also accused of exploiting his followers financially, with some defending him as a genuine man of God
LANGUAGE: Yoruba | REGION: West 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 user shared a poem that graphically described the violence faced by Rohingya Muslims during the 2017 refugee crisis, which was interpreted by some as a call to action and by others as an incitement to 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: Immigrant Health Workers in the UK
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 video of a street play performance that appears to mock a local politician, but the context and intentions of the performance are unclear, potentially crossing the line into hate speech
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: 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 a graphic description of violence against Kurdish civilians by Turkish military forces during a conflict in the southeastern region, sparking a debate about the role of the military in the conflict
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: 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: As long as the position is on all fours who cares
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 You are the sloppy queen of sucking cock
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: @user @user @user Women Are Offended by his Porn & Rape Essay Stating “A Woman Enjoys Interc…
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: Illegal immigrant who killed Kate Steinle likely will be sentenced to time served #PreventableDeath#BuildTheWall #StopTheInvasion #TherIsMoreOfThemOutThere
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: @user Wow!! Never seen a woman juggle a big cock like that
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 post shares a quote from a famous Brazilian indigenous rights activist, but the quote is taken out of context and could be interpreted as either a call for environmental protection or a critique of government policies towards indigenous communities
LANGUAGE: Portuguese | REGION: Latin 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 user posted on Facebook a post criticizing Senegal's debt levels under former President Macky Sall, including a statement that Mr. Sall deserves [content redacted]. The post included a series of crying emojis and referenced a report by Senegal's Court of Auditors about misreported economic data under Mr. Sall's government.
LANGUAGE: English | REGION: Europe | LOCATION: France, Senegal, United States
RELEVANT POLICY: Violence and Incitement
COMPLEXITY: MEDIUM

CULTURAL CONTEXT: The case involved political criticism of a former Senegalese president and referenced a report by Senegal's Court of Auditors. The cultural context includes the political environment in Senegal and the symbolic use of language related to threats, such as references to a guillotine, which was considered in assessing credibility.
⚑ 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: ALLOW

Reasoning: The Board found that the content did not violate Meta's Violence and Incitement policy because the post did not represent a credible threat, especially considering the former president lives outside Senegal and the symbolic nature of the language used. Meta acknowledged its error and restored the content after the Board's review.


[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-language post, sharing a photo of a militant Islamist group's rally in Jakarta, with a caption that claims to be a neutral report, but also includes a quote from the group's leader that can be interpreted as a call to violence
LANGUAGE: Indonesian | REGION: Southeast 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: 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 discussing the traditional Ethiopian practice of 'gursha', where friends and family feed each other as a sign of affection, with some commenters interpreting it as suggestive or intimate
LANGUAGE: Amharic | REGION: East 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: @user MELISSA, YOU’RE HYSTERICAL. 😂 I AM GIVING YOU A HAPPY DANCE FOR 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.