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license: cc-by-nc-4.0
viewer: false
pretty_name: ModerationPrompts
tags:
- content-moderation
- prompts
- llm
- safety
- bluesky
- social-media
---
# ModerationPrompts
System and user prompts used for LLM-based content moderation.
Each prompt instructs a vision-language model to classify a social-media post (text + image(s))
against a safety policy and return a structured JSON decision.
---
## Repository Structure
```
prompts/
bluesky_policy/ ← prompts grounded in Bluesky community guidelines
community_guidelines.md policy document (included verbatim in some prompts)
prompt_labels.md
prompt_labels_details.md
prompt_labels_rationale.md
prompt_labels_rationale_details.md
prompt_labels_fewshot.md few-shot variant — labelled examples before target post
meta_policy/ ← prompts grounded in Meta content policy
all_category_w_explanation.md all harm categories with detailed explanations
```
---
## Bluesky-Policy Prompts
| File | Includes community guidelines | Label detail level |
|---|:---:|:---:|
| `community_guidelines.md` | — (guidelines doc only) | — |
| `prompt_labels.md` | No | Basic |
| `prompt_labels_details.md` | No | Detailed (with sub-rules) |
| `prompt_labels_rationale.md` | Yes | Basic |
| `prompt_labels_rationale_details.md` | Yes | Detailed (with sub-rules) |
| `prompt_labels_fewshot.md` | No | Basic + few-shot examples |
---
## Meta-Policy Prompts
| File | Policy source | All harm categories | Includes explanations | Requests rationale |
|---|:---:|:---:|:---:|:---:|
| `all_category_w_explanation.md` | Meta community standards | Yes | Yes | Yes |
**`all_category_w_explanation.md`** — full prompt grounded in Meta content
standards. Covers all harm categories with per-category explanations.
---
## Prompt Format
Each `.md` file contains clearly delimited sections:
```
SYSTEM PROMPT:
<system instruction — role, task, output format constraint>
------------
USER PROMPT:
# **COMMUNITY GUIDELINES** ← present in _rationale and meta_policy variants
...
# **LABELING POLICY DETAILS**
## **S1**: porn
...
POST CONTENT:
<post text and image placeholder>
OUTPUT FORMAT:
<required JSON schema>
```
---
## License
CC BY-NC 4.0 — non-commercial use only.
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