Dataset Card for Custom Text Dataset
Dataset Name
Custom Summarization Dataset
Overview
This dataset is designed for text summarization tasks. It includes custom training and test data derived from the CNN/DailyMail dataset.
Composition
The dataset consists of pairs of sentences and their corresponding summaries. The training set contains custom sentences and summaries, while the test set includes a subset of the CNN/DailyMail dataset.
Collection Process
The training data was manually created, while the test data was extracted from the CNN/DailyMail dataset.
Preprocessing
The text data was tokenized and cleaned to remove any unnecessary characters or formatting issues.
How to Use
The dataset can be loaded using the datasets library and used for training and evaluating text summarization models.
Evaluation
The dataset was evaluated using standard text summarization metrics such as ROUGE. The custom training data was used to fine-tune a T5-small model, and the test data was used to evaluate the model's performance.
Limitations
The dataset is relatively small and may not cover all possible text summarization scenarios. Additionally, the custom training data was manually created and may contain biases or errors.
Ethical Considerations
The dataset includes news articles and summaries, which may contain sensitive or controversial topics. Users should be aware of potential biases in the data and ensure that the dataset is used responsibly. Additionally, the dataset should not be used to generate misleading or harmful content.