Datarus-R1-14B-preview-AWQ-4bit

5
14.0B
1 language
license:apache-2.0
by
cpatonn
Language Model
OTHER
14B params
New
5 downloads
Early-stage
Try on Hugging FaceAdd to Compare
Edge AI:
Mobile
Laptop
Server
32GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
14GB+ RAM

Code Examples

📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}
📚 Citationbibtex
@article{benchaliah2025datarus,
  title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
  author={Ben Chaliah, Ayoub and Dellagi, Hela},
  journal={arXiv preprint arXiv:2508.13382},
  year={2025}
}

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