Clustering-Aware Negative Sampling for Unsupervised Sentence Representation

1 code implementation • 17 May 2023 • Jinghao Deng, Fanqi Wan, Tao Yang, Xiaojun Quan, Rui Wang

Contrastive learning has been widely studied in sentence representation learning.

Clustering Contrastive Learning +4

Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detection

1 code implementation • 3 Dec 2022 • Tao Yang, Jinghao Deng, Xiaojun Quan, Qifan Wang

Predicting personality traits based on online posts has emerged as an important task in many fields such as social network analysis.

AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning

1 code implementation • 12 Oct 2022 • Tao Yang, Jinghao Deng, Xiaojun Quan, Qifan Wang, Shaoliang Nie

Fine-tuning large pre-trained language models on downstream tasks is apt to suffer from overfitting when limited training data is available.

Language Modelling