← Search

Owen Skipper Vallis

2 accepted papers

2024

RETSim: Resilient and Efficient Text Similarity

ICLR 2024poster

This paper introduces RETSim (Resilient and Efficient Text Similarity), a lightweight, multilingual deep learning model trained to produce robust metric embeddings for near-duplicate text retrieval, clustering, and dataset deduplication tasks. We demonstrate that RETSim is significantly more robust…

2023

RETVec: Resilient and Efficient Text Vectorizer

NeurIPS 2023poster

This paper describes RETVec, an efficient, resilient, and multilingual text vectorizer designed for neural-based text processing. RETVec combines a novel character encoding with an optional small embedding model to embed words into a 256-dimensional vector space. The RETVec embedding model is pre-tr…