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Prompt Quality Dataset
Data Science and Analytics
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Free
About
This dataset provides prompts designed for Natural Language Processing (NLP) research, offering a valuable resource for model training and testing. It features enhanced quality to ensure optimal performance, comprising a balanced mix of longer sentences and shorter phrases to maximise linguistic variety. The dataset facilitates the creation of applications capable of extracting meaning or detecting sentiment from various text strings, opening up a world of creative possibilities.
Columns
- Prompts: A list of strings containing one or more words related to a specific topic.
- Quality: An indication of the quality score assigned to each prompt, based on its complexity and content. Scores range from low quality (1) to high quality (10).
Distribution
The dataset is provided in Comma Separated Values (.csv) format. It consists of two distinct files:
train.csv: Contains 600 quality prompts intended for training NLP models.test.csv: Includes 300 quality prompts for testing the accuracy of previously trained models after fine-tuning for specific tasks.
Usage
This dataset is ideal for designing a wide array of natural language processing tasks. Potential applications include:
- Developing applications that extract meaning or detect sentiment from text.
- Creating classification models to predict effective prompts for NLP tasks by generating feature vectors.
- Designing sentence embedding systems that can infer the likely task associated with a prompt based on its content and structure.
- Building interactive NLP applications that allow users to select different prompt types according to their needs.
- Preparing training sets for NLP algorithms by selecting relevant prompts.
- Utilising the test set to evaluate model precision and accuracy using automated metrics such as F1 score or recall.
Coverage
The dataset has a Global geographic coverage. Specific time ranges or demographic scopes for the data are not detailed within the available sources.
License
CC0
Who Can Use It
This dataset is suitable for:
- Data Scientists and Machine Learning Engineers for training and testing NLP models.
- NLP Researchers looking for high-quality, varied prompts for their studies.
- Developers creating applications that involve text analysis, sentiment detection, or meaning extraction.
- Anyone interested in experimenting with natural language processing tasks, from fundamental research to practical application development.
Dataset Name Suggestions
- NLP Research Prompts
- Text Analysis Prompts
- AI Language Prompts
- Machine Learning Prompts
- Prompt Quality Dataset
Attributes
Original Data Source: Stable-Diffusion-Prompts
QUALITY