Search Results for author: Marina Zhang

Found 2 papers, 2 papers with code

RETSim: Resilient and Efficient Text Similarity

2 code implementations28 Nov 2023 Marina Zhang, Owen Vallis, Aysegul Bumin, Tanay Vakharia, Elie Bursztein

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.

Adversarial Text Clustering +3

RETVec: Resilient and Efficient Text Vectorizer

1 code implementation NeurIPS 2023 Elie Bursztein, Marina Zhang, Owen Vallis, Xinyu Jia, Alexey Kurakin

The RETVec embedding model is pre-trained using pair-wise metric learning to be robust against typos and character-level adversarial attacks.

Adversarial Text Metric Learning +1

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