Datasets:
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README.md
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---
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task_categories:
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- summarization
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language:
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- en
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---
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## Dataset Card for summarization_dataset.csv
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This dataset is a baseline version of the CNN/DailyMail summarization dataset, preprocessed for fine-tuning summarization models. Articles and summaries have been sampled with no additional enhancements (e.g., keywords) applied.
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## Dataset Details
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# Dataset Description
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The dataset includes preprocessed articles and their corresponding summaries (highlights). This dataset serves as a clean baseline for summarization experiments without the use of keywords or special tokens.
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## Dataset Sources
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# Original Dataset
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The original dataset is the CNN/DailyMail summarization dataset, which contains:
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Articles: News articles from CNN and DailyMail.
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Highlights: Human-written summaries of the articles.
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# Dataset Structure
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The dataset contains two columns:
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article
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highlights
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# Example:
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Article:
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The Global Economy is facing unprecedented challenges due to inflation and supply chain disruptions.
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Highlights:
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Global Economy faces challenges from inflation and supply chain issues.
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## Intended Use
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This dataset was created to serve as a clean baseline dataset for summarization experiments. It allows fine-tuning transformer-based summarization models without the influence of keywords or additional enhancements.
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# Possible Use Cases:
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Fine-tuning summarization models such as DistilBART, BART, or similar transformer-based architectures.
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Benchmarking against enhanced versions of the dataset that include keywords.
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# Citation
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If using this dataset, please cite the original CNN/DailyMail summarization dataset and mention this version.
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