---
language:
- en
license: mit
task_categories:
- text-generation
- text-classification
tags:
- fact-checking
- source-verification
- anti-hallucination
- citation
- reality-check
- reasoning
- strict-verification
- anti-overthink
- logic
size_categories:
- 1M<n<10M
---

# Strict Verification Reasoning Dataset

## Description
A dataset for training language models to verify facts, check sources, evaluate arguments, and avoid overthinking.

## Content
- **1,010,000** examples
- **5 categories**: anti-overthink, comparisons, strict facts, strict sources, strict arguments
- **English language**

## Categories

| Category | Description | % |
|----------|-------------|---|
| **Anti-Overthink** | Simple, direct answers | 15% |
| **Comparisons** | Hallucination vs correct answer | 20% |
| **Strict Facts** | Fact verification with evidence | 20% |
| **Strict Sources** | Source reliability evaluation | 20% |
| **Strict Arguments** | Logical validity check | 25% |

## Usage

```python
from datasets import load_dataset

dataset = load_dataset("Lelonthecodeur/strict-verification-reasoning")
```

## Created by
Léon (13 years old) - Motif AI Labs