IRAIMar 25, 2023

Thistle: A Vector Database in Rust

arXiv:2303.16780v12 citationsh-index: 2
Originality Synthesis-oriented
AI Analysis

This work addresses latent knowledge search for start-ups and search engine companies, but it is incremental as it uses existing algorithms.

The authors tackled the problem of latent knowledge use in search queries by implementing Thistle, a fully functional vector database in Rust, and benchmarked it on the MS MARCO dataset to clarify the domain and Rust ML ecosystem.

We present Thistle, a fully functional vector database. Thistle is an entry into the domain of latent knowledge use in answering search queries, an ongoing research topic at both start-ups and search engine companies. We implement Thistle with several well-known algorithms, and benchmark results on the MS MARCO dataset. Results help clarify the latent knowledge domain as well as the growing Rust ML ecosystem.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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