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Explainable Leaderboards for Natural Language Processing

Project description

ExplainaBoard SDK

Reconstruct ExplainaBoard into OOP Version

Installation

  • for SDK users: pip install explainaboard
  • for SDK developers: clone repo and run pip install . inside the repo
    • use pip install -e .for developer install. This is only useful in certain situations. Please see python documentation for this option.

How to use SDK

from explainaboard import TaskType, get_loader, get_processor

path_data = "./explainaboard/tests/artifacts/test-summ.tsv"
loader = get_loader(TaskType.summarization, data = path_data)
data = loader.load()
processor = get_processor(TaskType.summarization, data = data)
analysis = processor.process()
analysis.write_to_directory("./")

Existing Support More

  • TaskType.text_classification
    • FileType.tsv
  • TaskType.named_entity_recognition
    • FileType.conll
  • TaskType.summarization
    • FileType.tsv
  • TaskType.extractive_qa
    • FileType.json (same format with squad)

Project details


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