Create README.md
Browse files# Fact-Check Retrieval Dataset
This dataset is designed to support the development and evaluation of fact-check retrieval pipelines. It is structured to work with [FactCheckBureau](https://gitlab.inria.fr/cedar/factcheckbureau), a tool for designing and evaluating fact-check retrieval pipelines. The dataset comprises a list of claims, fact-check articles, and precomputed embeddings for English and French fact-checks.
## Dataset Structure
The dataset consists of the following files and directories:
- **`articles.csv`**: Contains titles and URLs of fact-check articles. *(Note: The `body` column is currently empty; users must scrape or collect the article content themselves using the provided URLs.)*
- **`claims.csv`**: Contains a list of claims that have been fact-checked.
- **`claim_reviews.csv`**: Contains (claim, fact-check-article) pairs, along with metadata such as review date, publisher, and rating.
- **`embeddings/`**: Directory containing precomputed embeddings for English and French fact-checks.
- **`English.pt`**: Embeddings for English fact-checks, generated using the `sentence-transformers/all-mpnet-base-v2` model.
- **`French.pt`**: Embeddings for French fact-checks, generated using the `sentence-transformers/paraphrase-multilingual-mpnet-base-v2` model.
- **`index/`**: Directory containing the IDs corresponding to English and French fact-checks.
- **`full_dataset/`**: Directory containing the full dataset that we have collected, which includes:
- **`claims.csv`**: Full list of claims that have been fact-checked.
- **`articles.csv`**: Full list of fact-check articles, containing titles and URLs. The users will need to collect the articles for themselves.
- **`claim_reviews.csv`**: Full set of (claim, fact-check-article) pairs, with a total of 230k pairs. This is the comprehensive Claim Reviews data that has been collected.
## Usage
The files outside of the `full_dataset/` directory are specifically curated for conducting experiments and developing the `FactCheckBureau` application. These files include the necessary embeddings and BM25 objects ([fact-check-bureau](https://huggingface.co/NaughtyConstrictor/fact-check-bureau)) to facilitate the development and evaluation of fact-check retrieval pipelines.
The `full_dataset/` directory contains the entire set of data collected, which includes all claims and fact-check articles. Users can utilize this larger dataset for extensive analysis, research, and further development.
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---
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license: cc-by-4.0
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language:
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- en
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- fr
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- pt
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- es
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- ar
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- hi
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- tr
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- it
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- pl
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- de
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- ru
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- nl
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- ko
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tags:
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- fact-checking
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- information-retrieval
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---
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