Search Results for author: Xingcheng Yao

Found 4 papers, 3 papers with code

NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework

1 code implementation7 Nov 2021 Xingcheng Yao, Yanan Zheng, Xiaocong Yang, Zhilin Yang

Pretrained language models have become the standard approach for many NLP tasks due to strong performance, but they are very expensive to train.

Language Modelling Pretrained Language Models

SimCSE: Simple Contrastive Learning of Sentence Embeddings

16 code implementations EMNLP 2021 Tianyu Gao, Xingcheng Yao, Danqi Chen

This paper presents SimCSE, a simple contrastive learning framework that greatly advances state-of-the-art sentence embeddings.

Contrastive Learning Data Augmentation +5

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