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Text style transfer: A review and experimental evaluation
The stylistic properties of text have intrigued computational linguistics researchers in recent
years. Specifically, researchers have investigated the text style transfer task (TST), which …
years. Specifically, researchers have investigated the text style transfer task (TST), which …
Deep learning for text style transfer: A survey
Text style transfer is an important task in natural language generation, which aims to control
certain attributes in the generated text, such as politeness, emotion, humor, and many …
certain attributes in the generated text, such as politeness, emotion, humor, and many …
Inducing positive perspectives with text reframing
Sentiment transfer is one popular example of a text style transfer task, where the goal is to
reverse the sentiment polarity of a text. With a sentiment reversal comes also a reversal in …
reverse the sentiment polarity of a text. With a sentiment reversal comes also a reversal in …
Thank you BART! rewarding pre-trained models improves formality style transfer
Scarcity of parallel data causes formality style transfer models to have scarce success in
preserving content. We show that fine-tuning pre-trained language (GPT-2) and sequence-to …
preserving content. We show that fine-tuning pre-trained language (GPT-2) and sequence-to …
Olá, bonjour, salve! XFORMAL: A benchmark for multilingual formality style transfer
We take the first step towards multilingual style transfer by creating and releasing
XFORMAL, a benchmark of multiple formal reformulations of informal text in Brazilian …
XFORMAL, a benchmark of multiple formal reformulations of informal text in Brazilian …
[PDF][PDF] Text style transfer via learning style instance supported latent space
Text style transfer pursues altering the style of a sentence while remaining its main content
unchanged. Due to the lack of parallel corpora, most recent work focuses on unsupervised …
unchanged. Due to the lack of parallel corpora, most recent work focuses on unsupervised …
Semi-supervised formality style transfer using language model discriminator and mutual information maximization
Formality style transfer is the task of converting informal sentences to grammatically-correct
formal sentences, which can be used to improve performance of many downstream NLP …
formal sentences, which can be used to improve performance of many downstream NLP …
Counterfactual generation with identifiability guarantees
H Yan, L Kong, L Gui, Y Chi, E **ng… - Advances in Neural …, 2023 - proceedings.neurips.cc
Counterfactual generation lies at the core of various machine learning tasks, including
image translation and controllable text generation. This generation process usually requires …
image translation and controllable text generation. This generation process usually requires …
Evaluating the evaluation metrics for style transfer: A case study in multilingual formality transfer
While the field of style transfer (ST) has been growing rapidly, it has been hampered by a
lack of standardized practices for automatic evaluation. In this paper, we evaluate leading …
lack of standardized practices for automatic evaluation. In this paper, we evaluate leading …
Boosting distress support dialogue responses with motivational interviewing strategy
AI-driven chatbots have become an emerging solution to address psychological distress.
Due to the lack of psychotherapeutic data, researchers use dialogues scraped from online …
Due to the lack of psychotherapeutic data, researchers use dialogues scraped from online …