license: cc-by-4.0
task_categories:
- text-generation
language:
- en
pretty_name: Universal Chat SFT Dataset
size_categories:
- 1K<n<10K
tags:
- chat
- sft
- instruction-tuning
- conversational-ai
- llm
- dialogue
- synthetic
viewer: true
Universal-Chat-SFT-Dataset
A large-scale multi-turn conversational dataset designed for supervised fine-tuning (SFT) of modern Large Language Models (LLMs).
The dataset follows the OpenAI-style chat format with structured messages, making it directly compatible with most modern LLM training frameworks including Hugging Face Transformers, TRL, Axolotl, Unsloth, LlamaFactory, and custom fine-tuning pipelines.
Features
✅ Multi-turn conversations
✅ OpenAI-compatible chat message format
✅ System, User and Assistant roles
✅ Ready for supervised fine-tuning
Supported Models
This dataset can be used for supervised fine-tuning of chat models including:
- Llama 3
- Qwen 2 / 2.5 / 3
- Mistral
- Gemma
- Phi
- DeepSeek
- Falcon
- GPT-style decoder-only models
- Any instruction-tuned causal language model
Dataset Schema
Each row contains one complete conversation.
| Column | Type | Description |
|---|---|---|
| text | list | Complete conversation |
Conversation Format
{
"text": [
{
"role": "user",
"content": "..."
},
{
"role": "assistant",
"content": "..."
}
]
}
Loading the Dataset
from datasets import load_dataset
dataset = load_dataset(
"Srijan-Chakraborty/Universal-Chat-SFT-Dataset"
)
print(dataset)
Intended Use
This dataset is intended for:
- Supervised Fine-Tuning (SFT)
- Instruction Tuning
- Conversational AI
- Chatbot Training
- Dialogue Modeling
- LLM Alignment
- Benchmarking
- Research
- Education
Compatibility
The dataset is directly compatible with:
- Hugging Face Transformers
- Hugging Face Datasets
- TRL
- Axolotl
- Unsloth
- LlamaFactory
- vLLM preprocessing
- Custom PyTorch pipelines
Citation
If you use this dataset in your research, please cite:
@misc{universal_chat_sft_dataset,
author = {Srijan Chakraborty},
title = {Universal-Chat-SFT-Dataset},
year = {2026},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/Srijan-Chakraborty/Universal-Chat-SFT-Dataset}
}
Author
Srijan Chakraborty
GitHub: https://github.com/SrijanChakraborty2003
Hugging Face: https://huggingface.co/Srijan-Chakraborty
License
This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.
Users are free to share and adapt the dataset for any purpose, including commercial use, provided appropriate attribution is given.
For the full license text, see: