---
language:
- en
license: apache-2.0
base_model: Qwen/Qwen2.5-1.5B-Instruct
tags:
- polarys
- patrol-analytics
- grounded-generation
- qlora
pipeline_tag: text-generation
---

# POLARYS Report Generator

Fine-tuned from `Qwen/Qwen2.5-1.5B-Instruct` with QLoRA for **grounded** patrol
operational narratives used by the POLARYS analytics module (Ermita PS-5).

## Intended use

- Turn **verified** patrol aggregates / fact blocks into concise command narratives
  (Daily, Weekly, Area Performance, Hotspot Summary, Officer/unit volume, Operational Narrative).
- Decision-support only. Does **not** approve, reject, modify, or delete patrol records.

## Critical policy (no invention)

The model must use **only** facts present in the user-provided verified data block.
If a fact is missing, it should say the information is **not in the data** / **insufficient verified data**.

## Training data

Programmatically synthesized instruction pairs from cleaned `POLARYS_DATASETS.csv`
patrol rows (WHAT / WHEN / WHERE / REMARKS). Targets are deterministic restatements
of provided aggregates — not free-form teacher hallucinations. Includes refusal-style
examples for missing metrics.

WHO/PII is omitted or reduced to unit/sector labels in training text where applicable.

## How to prompt

```
System: You are POLARYS... Use ONLY the verified facts...
User:
Report type: Daily
...
VERIFIED DATA:
- total_patrol_activities: 42
...
Write a concise grounded narrative using only the verified data above.
```

## Limitations

- Small source CSV; behavior is summarization of supplied facts, not open-world policing knowledge.
- Not a substitute for official blotter verification or command judgment.