RAG Datasets

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Information Retrieval & Question Answering

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tillwenke  updated a Space 3 months ago
rag-datasets/README
tillwenke  updated a dataset 6 months ago
rag-datasets/rag-mini-bioasq
tillwenke  updated a dataset 7 months ago
rag-datasets/rag-mini-wikipedia
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💪 Feel free to join the organization if you want to add a dataset with a similar purpose :) Please tell me about your dataset before asking to join the org.

To test your RAG and other semantic information retrieval solutions it would be powerful to have access to a dataset that consists of a text corpus, correct responses to queries (e.g. question-answer) to test the solution end-to-end and maybe even a set of relevant passages from the text corpus for each query to test the retrieval component separately as well. We call this a question-answer-passages dataset.

There are plenty of large-scale datasets of this kind such as Google's Natural Questions.

Still we lack such datasets that are small-scale and narrow-domain to just test our RAG solution quickly or to see how it performs in a certain domain context.

We created this space to create a collections of such datasets to boost the developement of RAG solutions and welcome any feedback about how your ideal RAG-Dataset would look like. :)

Datasets consist of:

  • A text corpus already split into passages, referencing passages by id.
  • A dataset for testing consistig of:
    • A question, and one or ideally both of the followin.
    • A correct short answer.
    • A list of the passage ids that are relevant to answer the question.

models

None public yet