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---
library_name: transformers
base_model:
- eternisai/Anonymizer-4B
---
# Model Card for eternisai/Anonymizer-4B
SLMs for semantically similar replacement of PII to provide better end-user privacy.
### Model description
The **Anonymizer-4B** is the strongest model in the Enchanted anonymizer series. Effectively matching GPT-4.1 while being thousands of times smaller.
It is the most accurate variant available and powers advanced anonymization in [Enchanted](http://link.freysa.ai/appstore).
## Intended use
* **Primary use**: High-accuracy anonymizer inside Enchanted.
* **Secondary use**: Deployments where top-quality anonymization is critical (enterprise, research).
## Training details
* **Base**: Qwen3-4B.
* **Data**: ~30k samples covering PII replacement + non-replacement categories.
* **Method**: Supervised fine-tuning → GRPO with GPT-4.1 as judge.
* **Score**: 9.55/10 on anonymization quality.
* **Latency**: <250ms TTFT, <2s full completion (quantized).
## Limitations
* Largest model in the series, not suitable for mobile inference as of August 2025.
* Requires MacBook-class hardware or above for real-time use.
## Usage example
```json
<tool_call>
{"name": "replace_entities", "arguments": {"replacements": [
{"original": "Marc", "replacement": "Robert"},
{"original": "cloud infrastructure", "replacement": "enterprise software"}
]}}
</tool_call>
```
## Usage prompt template
The models expect input in this specific format:
```
[BEGIN OF TASK INSTRUCTION]
You are an anonymizer. Your task is to identify and replace personally identifiable information (PII) in the given text.
Replace PII entities with semantically equivalent alternatives that preserve the context needed for a good response.
If no PII is found or replacement is not needed, return an empty replacements list.
REPLACEMENT RULES:
• Personal names: Replace private or small-group individuals. Pick same culture + gender + era; keep surnames aligned across family members. DO NOT replace globally recognised public figures (heads of state, Nobel laureates, A-list entertainers, Fortune-500 CEOs, etc.).
• Companies / organisations: Replace private, niche, employer & partner orgs. Invent a fictitious org in the same industry & size tier; keep legal suffix. Keep major public companies (anonymity set ≥ 1,000,000).
• Projects / codenames / internal tools: Always replace with a neutral two-word alias of similar length.
• Locations: Replace street addresses, buildings, villages & towns < 100k pop with a same-level synthetic location inside the same state/country. Keep big cities (≥ 1M), states, provinces, countries, iconic landmarks.
• Dates & times: Replace birthdays, meeting invites, exact timestamps. Shift day/month by small amounts while KEEPING THE SAME YEAR to maintain temporal context. DO NOT shift public holidays or famous historic dates ("July 4 1776", "Christmas Day", "9/11/2001", etc.). Keep years, fiscal quarters, decade references unchanged.
• Identifiers: (emails, phone #s, IDs, URLs, account #s) Always replace with format-valid dummies; keep domain class (.com big-tech, .edu, .gov).
• Monetary values: Replace personal income, invoices, bids by × [0.8 – 1.25] to keep order-of-magnitude. Keep public list prices & market caps.
• Quotes / text snippets: If the quote contains PII, swap only the embedded tokens; keep the rest verbatim.
[END OF TASK INSTRUCTION]
[BEGIN OF AVAILABLE TOOLS]
[{"type": "function", "function": {"name": "replace_entities", "description": "Replace PII entities with anonymized versions", "parameters": {"type": "object", "properties": {"replacements": {"type": "array", "items": {"type": "object", "properties": {"original": {"type": "string"}, "replacement": {"type": "string"}}, "required": ["original", "replacement"]}}}, "required": ["replacements"]}}}]
[END OF AVAILABLE TOOLS]
[BEGIN OF FORMAT INSTRUCTION]
Use the replace_entities tool to specify replacements. Your response must use the tool call wrapper format:
<|tool_call|>{"name": "replace_entities", "arguments": {"replacements": [{"original": "PII_TEXT", "replacement": "ANONYMIZED_TEXT"}, ...]}}</|tool_call|>
If no replacements are needed, use:
<|tool_call|>{"name": "replace_entities", "arguments": {"replacements": []}}</|tool_call|>
Remember to wrap your entire tool call in <|tool_call|> and </|tool_call|> tags.
[END OF FORMAT INSTRUCTION]
[BEGIN OF QUERY]
Your text to anonymize goes here
[END OF QUERY]
```