Style-Transfer-in-Text
Neural-Style-Transfer-Papers
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3 | 1 | |
1,580 | 1,616 | |
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1.2 | 0.0 | |
about 1 year ago | about 2 years ago | |
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Style-Transfer-in-Text
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Suggestions on Cool NLP Projects!
I've been working on a way to train GPT-2 with HuggingFace Transformers (using aitextgen) to write short stories trained on public domain authors! I've been planning to look through these style transfer resources if you're interested.
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Training GPT-2 with HuggingFace Transformers to sound like a certain author
Check out the "Stylistic Related Papers" and especially the "Controlled Text Generation" sections of this Github papers list -- sounds like a similar problem to what you're thinking of.
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Something like style transfer for language processing?
There's been quite a bit of work on extending the same concept to text, with "style" often being used to refer to aspects like sentiment/aspect. https://github.com/fuzhenxin/Style-Transfer-in-Text is a good collection of recent work in NLP in this area. Specifically for authorial style, I'm aware of this recent one. Also relevant might be earlier work on author obfuscation and imitation.
Neural-Style-Transfer-Papers
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[R] CtrlGen Workshop at NeurIPS 2021 (Controllable Generative Modeling in Language and Vision)
Style-sensitive generation or style transfer (for text and vision)
What are some alternatives?
gpt-2-simple - Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
Faces2Anime - Faces2Anime: Cartoon Style Transfer in Faces using Generative Adversarial Networks. Masters Thesis 2021 @ NTUST.
Speech-Separation-Paper-Tutorial - A must-read paper for speech separation based on neural networks
review-tuxedo-pulse-15-gen1 - A review of the Tuxedo Pulse 15 (Gen 1).
arpa
git-quick-stats - ▁▅▆▃▅ Git quick statistics is a simple and efficient way to access various statistics in git repository.
awesome-refreshing-llms - EMNLP'23 survey: a curation of awesome papers and resources on refreshing large language models (LLMs) without expensive retraining.
Hyperion - In-app design review tool to inspect measurements, attributes, and animations.
scpn - syntactically controlled paraphrase networks
Frustration-One-Year-With-R - An extremely long review of R.
Text_Style_Transfer_Survey - This repo collects the articles for text attribute transfer