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tags: |
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- rlfh |
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- argilla |
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- human-feedback |
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--- |
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# Dataset Card for blog_posts_classified |
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This dataset has been created with [Argilla](https://github.com/argilla-io/argilla). As shown in the sections below, this dataset can be loaded into your Argilla server as explained in [Load with Argilla](#load-with-argilla), or used directly with the `datasets` library in [Load with `datasets`](#load-with-datasets). |
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## Using this dataset with Argilla |
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To load with Argilla, you'll just need to install Argilla as `pip install argilla --upgrade` and then use the following code: |
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```python |
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import argilla as rg |
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ds = rg.Dataset.from_hub("fdaudens/blog_posts_classified", settings="auto") |
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``` |
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This will load the settings and records from the dataset repository and push them to you Argilla server for exploration and annotation. |
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## Using this dataset with `datasets` |
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To load the records of this dataset with `datasets`, you'll just need to install `datasets` as `pip install datasets --upgrade` and then use the following code: |
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```python |
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from datasets import load_dataset |
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ds = load_dataset("fdaudens/blog_posts_classified") |
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``` |
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This will only load the records of the dataset, but not the Argilla settings. |
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## Dataset Structure |
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This dataset repo contains: |
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* Dataset records in a format compatible with HuggingFace `datasets`. These records will be loaded automatically when using `rg.Dataset.from_hub` and can be loaded independently using the `datasets` library via `load_dataset`. |
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* The [annotation guidelines](#annotation-guidelines) that have been used for building and curating the dataset, if they've been defined in Argilla. |
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* A dataset configuration folder conforming to the Argilla dataset format in `.argilla`. |
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The dataset is created in Argilla with: **fields**, **questions**, **suggestions**, **metadata**, **vectors**, and **guidelines**. |
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### Fields |
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The **fields** are the features or text of a dataset's records. For example, the 'text' column of a text classification dataset of the 'prompt' column of an instruction following dataset. |
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| Field Name | Title | Type | Required | |
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| ---------- | ----- | ---- | -------- | |
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| title | Blog Post Title | text | True | |
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| authors | Authors | text | True | |
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| filename | Source Filename | text | True | |
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| content | Blog Content | text | True | |
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### Questions |
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The **questions** are the questions that will be asked to the annotators. They can be of different types, such as rating, text, label_selection, multi_label_selection, or ranking. |
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| Question Name | Title | Type | Required | Description | Values/Labels | |
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| ------------- | ----- | ---- | -------- | ----------- | ------------- | |
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| content_class | What topics does this blog post cover? | multi_label_selection | True | Select all topics that apply to this blog post | ['llm', 'computer_vision', 'audio', 'transformers', 'data', 'mlops', 'research', 'implementation', 'benchmarks', 'tutorial', 'community', 'security', 'optimization', 'deployment', 'tools', 'text_generation', 'text_classification', 'translation', 'image_generation', 'multi_modal', 'quantization', 'fine_tuning', 'integration', 'efficient_computing', 'robotics'] | |
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<!-- check length of metadata properties --> |
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### Data Splits |
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The dataset contains a single split, which is `train`. |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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#### Who are the source language producers? |
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[More Information Needed] |
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### Annotations |
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#### Annotation guidelines |
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Pre-annotated blog posts with manual labels. Please verify and adjust the classifications as needed. |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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[More Information Needed] |
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### Citation Information |
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[More Information Needed] |
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### Contributions |
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[More Information Needed] |
