Shypd.aiThe largest open index of AI toolsFLARE is an AI Agents & Automation tool that actively decides when and what to retrieve for retrieval-augmented generation. It uses a prediction of the upcoming sentence to anticipate future content and retrieve relevant documents.
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FLARE (Forward-Looking Active REtrieval-augmented generation) is a generic retrieval-augmented generation method designed to enhance AI models. It intelligently determines when and what information to retrieve by predicting the upcoming sentence. This prediction is then utilized as a query to retrieve relevant documents, especially when the predicted sentence contains low-confidence tokens. The tool is available on GitHub and requires an Elasticsearch index for Wikipedia dumps and can integrate with Bing Search for specific datasets like WikiASP. Users also need OpenAI API keys to run experiments, with options to use multiple keys for acceleration. Debugging mode is available to walk through the iterative retrieval and generation process.
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