Datasets › SurgeGlobal/Orca

SurgeGlobal/Orca

Introduced by Chandeepa Dissanayake et al. in OpenBezoar: Small, Cost-Effective and Open Models Trained on Mixes of Instruction Data18 Apr 2024 archive 2025-07-28

Dataset Generation

  • Base Model: h2oai/h2ogpt-gm-oasst1-en-2048-falcon-40b-v2
  • Seed Instructions: Derived from the FLAN-v2 Collection.
  • Generation Approach: Explanation tuning with detailed responses generated from h2ogpt-gm-oasst1-en-2048-falcon-40b-v2.
  • Total Instructions: 5,507 explanation tuning data samples.
Dataset Sources

Structure

The dataset entries consist of: - Query - Response - System Message (when applicable)

Usage

The Orca Dataset is intended for fine-tuning language models to not only imitate the style but also the reasoning process of LFMs, thereby improving the safety and quality of the models’ responses.

Citation

If you find our work useful, please cite our paper as follows:

@misc{surge2024openbezoar,
      title={OpenBezoar: Small, Cost-Effective and Open Models Trained on Mixes of Instruction Data}, 
      author={Chandeepa Dissanayake and Lahiru Lowe and Sachith Gunasekara and Yasiru Ratnayake},
      year={2024},
      eprint={2404.12195},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

Dataset Authors

Chandeepa Dissanayake, Lahiru Lowe, Sachith Gunasekara, and Yasiru Ratnayake

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 1 paper for it but never published that list.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Apache 2.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • SurgeGlobal/Orca

1 variant name, as the archive lists them.

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