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hyperwriteai.com | ||
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ssc.io
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| | | | | Retrieval augmentation enables large language models to take advantage of external knowledge, for example on tasks like question answering and data imputation. However, the performance of such retrieval-augmented models is limited by the data quality of their underlying retrieval corpus. In this paper, we propose an algorithm based on multilinear extension for evaluating the data importance of retrieved data points. There are exponentially many terms in the multilinear extension, and one key contribution of this paper is a polynomial time algorithm that computes exactly, given a retrieval-augmented model with an additive utility function and a validation set, the data importance of data points in the retrieval corpus using the multilinear extension of the mo... | |
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cset.georgetown.edu
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| | | | | Place to find CSET's publications, reports, and people | |
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blog.fal.ai
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| | | | | fal has raised $23M in funding to lead the generative media revolution, offering fast, scalable AI solutions for enterprises. Join 500k developers generating 50M media daily! | |
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loufranco.com
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| | | [AI summary] A blog post discusses an MIT study on GitHub Copilot's impact on software development productivity, highlighting its effectiveness in speeding up task completion for experienced developers. | ||