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floxoris/harmony-v2-syntetic

Harmony Dataset — Synthetic Toxicity Dataset A high-quality synthetic dataset for training toxicity detection models, generated using Nemotron 3 Ultra (free) via OpenRouter. 📊 Overview The dataset consists of 7,000 realistic chat-like messages in Ukrainian, Russian, and mixed speech. It is designed to teach models to distinguish between: Toxic: Direct personal attacks, harassment, threats, humiliation. Safe: Emotional expression, profanity without a target… See the full description on the dataset page: https://huggingface.co/datasets/floxoris/harmony-v2-syntetic.

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face
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Harmony Dataset — Synthetic Toxicity Dataset

A high-quality synthetic dataset for training toxicity detection models, generated using Nemotron 3 Ultra (free) via OpenRouter.


📊 Overview

The dataset consists of 7,000 realistic chat-like messages in Ukrainian, Russian, and mixed speech. It is designed to teach models to distinguish between:

  • Toxic: Direct personal attacks, harassment, threats, humiliation.
  • Safe: Emotional expression, profanity without a target, frustration, jokes, sarcasm.

Core philosophy: Profanity ≠ toxicity. The dataset emphasizes intent and target, not just a list of "bad words."


🗂️ Structure

The dataset is split into three sets:

SplitSamples
Train5,600
Validation700
Test700

Each entry is a JSON object with the following fields:

json
{
  "text": "блін сервер впав, третій раз сьогодні",
  "toxic": false,
  "confidence": 0.98,
  "category": "frustration",
  "reason": "Mild profanity expressing personal frustration"
}