Dataset Card for synthetic-data-week-1-with-evol

This dataset has been created with distilabel.

The pipeline script was uploaded to easily reproduce the dataset: colab_kernel_launcher.py.

It can be run directly using the CLI:

distilabel pipeline run --script "https://huggingface.co/datasets/brianhhough/synthetic-data-week-1-with-evol/raw/main/colab_kernel_launcher.py"

Dataset Summary

This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI:

distilabel pipeline run --config "https://huggingface.co/datasets/brianhhough/synthetic-data-week-1-with-evol/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/brianhhough/synthetic-data-week-1-with-evol/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

Configuration: default

---

{
    "cluster_label": 1,
    "distilabel_metadata": {
        "raw_input_text_generation_0": [
            {
                "content": "\"The Museum of Art in Cincinnati serves as a hub for art enthusiasts and collectors, offering an array of exhibitions and events that showcase the rich cultural heritage of the city. It also provides educational programs and workshops, fostering a deeper understanding of the arts and their role in society.\"",
                "role": "user"
            }
        ],
        "raw_output_text_generation_0": "\"The Museum of Art in Cincinnati is a vibrant institution that not only showcases the artistic talents of local artists but also educates visitors about the importance of preserving and appreciating the arts within our community. The museum offers a variety of exhibitions and events, including concerts, lectures, and interactive exhibits, which provide a unique experience for art lovers and those interested in learning more about the arts.\"",
        "statistics_text_generation_0": {
            "input_tokens": 55,
            "output_tokens": 76
        }
    },
    "embedding": [
        0.022470641881227493,
        -0.017901265993714333,
        -0.011149224825203419,
        -0.009838403202593327,
        0.06471165269613266,
        0.0012222680961713195,
        -0.008083968423306942,
        0.010446570813655853,
        0.027933161705732346,
        -0.003492367221042514,
        "... (truncated - showing 10 of 1024 elements)"
    ],
    "evolved_instruction": "\"The Museum of Art in Cincinnati serves as a hub for art enthusiasts and collectors, offering an array of exhibitions and events that showcase the rich cultural heritage of the city. It also provides educational programs and workshops, fostering a deeper understanding of the arts and their role in society.\"",
    "generation": "\"The Museum of Art in Cincinnati is a vibrant institution that not only showcases the artistic talents of local artists but also educates visitors about the importance of preserving and appreciating the arts within our community. The museum offers a variety of exhibitions and events, including concerts, lectures, and interactive exhibits, which provide a unique experience for art lovers and those interested in learning more about the arts.\"",
    "id": "\u003curn:uuid:ab0a5c2f-e34c-4781-8bf8-6a3d1fd82649\u003e",
    "instructions": "\"What is the significance of the \u0027Museum of Art\u0027 in Cincinnati?\"",
    "model_name": "HuggingFaceTB/SmolLM2-360M-Instruct",
    "model_name_embeddings": "Alibaba-NLP/gte-large-en-v1.5",
    "nn_indices": [
        15125,
        37073,
        71970,
        26917,
        4480,
        69453,
        71903,
        9411,
        39149,
        59512,
        "... (truncated - showing 10 of 20 elements)"
    ],
    "nn_scores": [
        0.8340727686882019,
        0.8202860355377197,
        0.8056823015213013,
        0.8035473227500916,
        0.7944107055664062,
        0.7865492105484009,
        0.7834657430648804,
        0.7777583599090576,
        0.7766708135604858,
        0.7716180682182312,
        "... (truncated - showing 10 of 20 elements)"
    ],
    "persona": "A local art historian and museum professional interested in 19th-century American art and the local cultural heritage of Cincinnati.",
    "projection": [
        4.902285575866699,
        1.8720051050186157
    ],
    "summary_label": "[\"Education\", \"Academia\", \"Specialized Expertise\"]"
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("brianhhough/synthetic-data-week-1-with-evol", "default")

Or simply as it follows, since there's only one configuration and is named default:

from datasets import load_dataset

ds = load_dataset("brianhhough/synthetic-data-week-1-with-evol")

References

@misc{wang2023selfinstructaligninglanguagemodels,
    title={Self-Instruct: Aligning Language Models with Self-Generated Instructions},
    author={Yizhong Wang and Yeganeh Kordi and Swaroop Mishra and Alisa Liu and Noah A. Smith and Daniel Khashabi and Hannaneh Hajishirzi},
    year={2023},
    eprint={2212.10560},
    archivePrefix={arXiv},
    primaryClass={cs.CL},
    url={https://arxiv.org/abs/2212.10560},
}

@misc{xu2023wizardlmempoweringlargelanguage,
    title={WizardLM: Empowering Large Language Models to Follow Complex Instructions},
    author={Can Xu and Qingfeng Sun and Kai Zheng and Xiubo Geng and Pu Zhao and Jiazhan Feng and Chongyang Tao and Daxin Jiang},
    year={2023},
    eprint={2304.12244},
    archivePrefix={arXiv},
    primaryClass={cs.CL},
    url={https://arxiv.org/abs/2304.12244},
}