license: mit
tags:
- infinite-dataset-hub
- synthetic
ContextAbstractQA
tags: contextual understanding, abstractive QA, machine learning
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'ContextAbstractQA' dataset comprises a collection of passages that provide a contextual understanding for abstractive question-answering scenarios. Each entry in the dataset consists of a 'context' text passage, a 'question' derived from the context, and a corresponding 'answer' that could feasibly be abstracted from the given context. The label column 'applicability' indicates whether the answer can be directly inferred ('direct') or requires deeper comprehension of the context ('indirect'). This dataset is particularly useful for training machine learning models that aim to understand and generate abstractive responses in a conversational AI setting.
CSV Content Preview:
context,question,answer,label
The Eiffel Tower is a wrought-iron lattice tower on the Champ de Mars in Paris, France. It is named after the engineer Gustave Eiffel, whose company designed and built the tower. The Eiffel Tower is the most-visited paid monument in the world, and its presence has become an iconic symbol of France, attracting millions of tourists every year.","What is the Eiffel Tower known for?","It is the most-visited paid monument in the world, and an iconic symbol of France","indirect"
The Great Barrier Reef is the world's largest coral reef system composed of over 2,900 individual reefs and 900 islands stretching for over 2,300 kilometers over an area of approximately 344,400 square kilometers. The reef is located in the Coral Sea, off the coast of Queensland, Australia. It supports a wide diversity of marine life and is a popular destination for snorkeling and diving.","What is the Great Barrier Reef, and where is it located?","It is the world's largest coral reef system located in the Coral Sea, off the coast of Queensland, Australia","direct"
The Louvre Museum is the world's largest art museum and a historic monument in Paris, France. It houses thousands of works of art, including the Mona Lisa and the Venus de Milo. The Louvre was originally built as a fortress in the late 12th century and was transformed into a royal palace before becoming a public museum in 1793.","What famous artworks can be found at the Louvre Museum?","The Louvre Museum houses famous artworks like the Mona Lisa and the Venus de Milo","indirect"
Shakespeare, William, was an English playwright, poet, and actor, widely regarded as the greatest writer in the English language and the world's pre-eminent dramatist. He is often called England's national poet and the "Bard of Avon." His works, including plays, sonnets, and poems, have had a profound impact on literature and the English language.","Who was William Shakespeare, and what is his contribution to literature?","William Shakespeare was an English playwright, poet, and actor, widely regarded as the greatest writer in the English language and the "Bard of Avon." His works have had a profound impact on literature and the English language","indirect"
The Amazon rainforest, also known as Amazonia, is a moist broadleaf tropical rainforest in the Amazon biome that covers most of the Amazon basin of South America. This basin encompasses 7,000,000 square kilometers (2,700,000 sq mi), of which 5,500,000 square kilometers (2,100,000 sq mi) are covered by the rainforest. The Amazon is home to unparalleled biodiversity and is considered to be the largest and most species-rich tract of tropical rainforest in the world.","What is the Amazon rainforest, and why is it important?","The Amazon rainforest is a moist broadleaf tropical rainforest that is home to unparalleled biodiversity and is considered to be the largest and most species-rich tract of tropical rainforest in the world.","indirect"
Source of the data:
The dataset was generated using the 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=ContextAbstractQA&tags=contextual+understanding,+abstractive+QA,+machine+learning
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub