license:mit size_categories:n<1K format:csv modality:text library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# ContextualQA-I

tags: interpretability, context-aware, natural language processing

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'ContextualQA-I' dataset is a curated collection of context-rich questions paired with corresponding answers. The dataset is designed to facilitate research in the area of context-aware natural language processing, with a particular focus on interpretability in question-answering systems. Each entry in the dataset includes a context passage, a question related to that passage, and an answer that is grounded in the given context. The dataset is annotated with interpretability labels, indicating the degree to which the answer can be directly linked to specific information within the context passage.

**CSV Content Preview:**

```csv
"context_id","context","question","answer","interpretability_label"
"C1","The Great Wall of China stretches approximately 21,196 kilometers and was built to protect the Chinese states against invasions.","What is the length of the Great Wall of China?","The Great Wall of China is approximately 21,196 kilometers long.","High"
"C2","Shakespeare's works often explore themes of love, power, and betrayal. His play 'Macbeth' delves into the destructive nature of ambition.","Which themes are commonly explored in Shakespeare's plays?","Shakespeare's plays commonly explore themes of love, power, and betrayal.","High"
"C3","The concept of entropy is a fundamental principle in thermodynamics, describing the degree of disorder or randomness in a system.","What does entropy describe in thermodynamics?","Entropy describes the degree of disorder or randomness in a system.","High"
"C4","Climate change is a pressing global issue, driven by human activities such as deforestation, burning fossil fuels, and industrial processes.","What are the human activities contributing to climate change?","Deforestation, burning fossil fuels, and industrial processes are contributing to climate change.","High"
"C5","Quantum computing utilizes principles of quantum mechanics to process information. It has the potential to solve complex problems much faster than classical computers.","What distinguishes quantum computing from classical computing?","Quantum computing utilizes principles of quantum mechanics and has the potential to solve complex problems much faster.","High"
```

This dataset provides a robust foundation for machine learning models aiming to understand and generate context-aware responses. The interpretability labels help in evaluating the performance of models in not just providing correct answers but also in explaining how those answers are derived from the given context.

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query '':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=ContextualQA-I&tags=interpretability,+context-aware,+natural+language+processing
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
