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chuanlongYang's Projects

aeda_nlp icon aeda_nlp

Data augmentation for NLP, accepted at EMNLP 2021 Findings

ai-emotion-detection-web-app icon ai-emotion-detection-web-app

an Emotion Detection system that processes feedback provided by the customer in text format and deciphers the associated emotion expressed.

emlm icon emlm

This is the code for our ACL 2021 paper entitled eMLM: A New Pre-training Objective for Emotion Related Tasks

machine-learning-1 icon machine-learning-1

:zap:机器学习实战(Python3):kNN、决策树、贝叶斯、逻辑回归、SVM、线性回归、树回归

metalearning-emotion-datasource icon metalearning-emotion-datasource

In this paper, we place ourselves in a classification scenario in which the target classes and data type are not accessible during training. We use a meta-learning approach to determine whether or not meta-trained information from common social network data with fine-grained emotion labels can achieve competitive performance on messages labeled with different emotion categories. We leverage few-shot learning to match with the classification scenario and consider metric learning based meta-learning by setting up Prototypical Networks with a Transformer encoder, trained in an episodic fashion. This approach proves to be effective for capturing meta-information from a source emotional tag set to predict previously unseen emotional tags. Even though shifting the data type triggers an expected performance drop, our meta-learning approach achieves decent results when compared to the fully supervised one.

p-tuning icon p-tuning

P-tuning方法在中文上的简单实验

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