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UnifiedQA

Paid

Build custom QA systems, preprocess data, evaluate models with metrics and datasets.

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Inputs: textOutputs: text
Type
Saas
Company
Allen Institute for AI
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About UnifiedQA

UnifiedQA is an open source tool for building end-to-end question answering systems. It provides users with a comprehensive suite of components for creating powerful question-answering systems. This includes a library for pre-processing input data, a library of models for natural language understanding, and a library of models for generating answers. UnifiedQA also features a selection of evaluation metrics and data sets to help you evaluate your models.With UnifiedQA, developers of all skill levels can create custom question-answering systems quickly and easily. It provides a comprehensive set of tools, components, and resources that simplify the process of building and deploying QA systems. With its intuitive user interface, developers can quickly set up their systems and start training models. Plus, it offers easy integration with popular frameworks such as TensorFlow, PyTorch, and others.

Key Features

Quickly build custom QA systems with UnifiedQA.
Easily pre-process input data using UnifiedQA’s library.
Leverage evaluation metrics and datasets to assess models.

Pros & Cons

Pros
  • Single model generalizes across multiple QA formats
  • State-of-the-art T5 backbone
  • Multiple model sizes for different computational budgets
  • Free and open-source
  • Easy to use with HuggingFace Transformers
  • Backed by reputable research institution
Cons
  • Larger models (3B, 11B) require significant GPU memory
  • Input requires specific formatting with \n separators
  • Limited out-of-the-box support for non-English languages
  • No graphical user interface; primarily code-based
  • May need fine-tuning for domain-specific questions

Best For

Quickly build custom QA systems with UnifiedQA.Easily pre-process input data using UnifiedQA’s library.Leverage evaluation metrics and datasets to assess models.

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FAQ

What models does UnifiedQA use?
UnifiedQA uses T5 models (UnifiedQA and UnifiedQA-v2) available in sizes small, base, large, 3B, and 11B.
How can I use UnifiedQA?
You can load the models from HuggingFace using the transformers library. Example code is provided in the GitHub repository.
Is UnifiedQA free?
Yes, UnifiedQA is open-source and free to use.
What QA formats does UnifiedQA support?
UnifiedQA supports extractive, multiple-choice, and abstractive QA formats within a single model.