Aakrit Singhal - Academia.edu (original) (raw)
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Text style transfer aims to change the style of the input text in graphs to the target style whil... more Text style transfer aims to change the style of the input text in graphs to the target style while preserving the content to some extent. In previous work, researchers defined style of a sentence as one or some of its attributes, including but not limited to sentiment, formality, factuality, etc. Hence, the goal has been to change the specified attribute or attributes in the input sentence to the target attribute or attributes. For example, changing a positive sentence to a negative sentence while keeping its key information. However, due to the lack of parallel data and evaluation metric, there has been a slow growth in this field compared to others. To explore this, I have reproduced several current experiments and ran pipelines. I have used datasets such as the Yelp Reviews, and another sentiment analysis dataset, and modified the setup and code to get origianal results and get an understanding on the existing solutions. I worked on Google Colab for the running of scripts and als...
International Journal of Scientific and Research Publications (IJSRP), Jan 6, 2022
Text style transfer aims to change the style of the input text in graphs to the target style whil... more Text style transfer aims to change the style of the input text in graphs to the target style while preserving the content to some extent. In previous work, researchers defined style of a sentence as one or some of its attributes, including but not limited to sentiment, formality, factuality, etc. Hence, the goal has been to change the specified attribute or attributes in the input sentence to the target attribute or attributes. For example, changing a positive sentence to a negative sentence while keeping its key information. However, due to the lack of parallel data and evaluation metric, there has been a slow growth in this field compared to others. To explore this, I have reproduced several current experiments and ran pipelines. I have used datasets such as the Yelp Reviews, and another sentiment analysis dataset, and modified the setup and code to get origianal results and get an understanding on the existing solutions. I worked on Google Colab for the running of scripts and als...
International Journal of Scientific and Research Publications (IJSRP), Jan 6, 2022