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Rize Jin

3 accepted papers

2025

Unsupervised Sentence Representation Learning with Syntactically Aligned Negative Samples

NAACL 2025findings

Sentence representation learning benefits from data augmentation strategies to improve model performance and generalization, yet existing approaches often encounter issues such as semantic inconsistencies and feature suppression. To address these limitations, we propose a method for generating Synta…

2022

PCEE-BERT: Accelerating BERT Inference via Patient and Confident Early Exiting

NAACL 2022findings

BERT and other pretrained language models (PLMs) are ubiquitous in modern NLP. Even though PLMs are the state-of-the-art (SOTA) models for almost every NLP task (CITATION), the significant latency during inference prohibits wider industrial usage. In this work, we propose Patient and Confident Early…