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# Billion Vector Embeddings Dataset
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As part of the [Billion-Scale Embeddings Dataset project](https://ucsc-ospo.github.io/project/osre25/ucsc/embeddings/), my [proposal](./GSoC-proposal.pdf) under the mentorship of **Jayjeet Chakraborty** aims to create the first large-scale, real-world vector embeddings dataset—bridging the critical gap in Approximate Nearest Neighbor (ANN) benchmarks and Retrieval-Augmented Generation (RAG) systems.
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As part of the [Billion-Scale Embeddings Dataset project](/project/osre25/ucsc/embeddings), my [proposal](GSoC-proposal.pdf) under the mentorship of **Jayjeet Chakraborty** aims to create the first large-scale, real-world vector embeddings dataset—bridging the critical gap in Approximate Nearest Neighbor (ANN) benchmarks and Retrieval-Augmented Generation (RAG) systems.
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## Motivation
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