With the advancement of deep learning, artificial intelligence (AI) has made many breakthroughs in recent years and achieved superhuman performance in various tasks such as object detection, reading comprehension, and video games. Generative Modeling, such as various Generative Adversarial Networks (GAN) models, has been applied to generate paintings and music. Research in Natural Language Processing (NLP) also had a leap forward in 2018 since the release of the pre-trained contextual neural language models such as BERT and recently released GPT3. Despite the exciting AI applications aforementioned, AI is still significantly lagging behind humans in creativity, which is often considered the ultimate moonshot for AI. Our work is inspired by Chinese calligraphy, which is a unique form of visual art where the character itself is an aesthetic painting. We also draw inspirations from paintings of the Abstract Expressionist movement in the 1940s and 1950s, such as the work by American painter Franz Kline. In this paper, we present a creative framework based on Conditional Generative Adversarial Networks and Contextual Neural Language Model to generate abstract artworks that have intrinsic meaning and aesthetic value, which is different from the existing work, such as image captioning and text-to-image generation, where the texts are the descriptions of the images. In addition, we have publicly released a Chinese calligraphy image dataset and demonstrate our framework using a prototype system and a user study.

翻译：随着深层次学习的进步,人工智能(AI)近年来取得了许多突破,在诸如物体探测、阅读理解和视频游戏等各种任务中取得了超人性业绩。生成模型,例如各种创性反对流网络模型(GAN)模型,已经用于制作绘画和音乐。自然语言处理(NLP)研究(NLP)在2018年也取得了飞跃。自诸如BERT和最近发行的GPT3等经过预先培训的背景语言模型发布以来,自学模型(如BERT和最近发行的GPT3)等。尽管自学应用令人兴奋,但自学仍然大大落后于人类在创造力方面的超人性,而创造力常常被认为是AI的最终月亮。我们的工作受到中国书法的启发,中国书法是一种独特的视觉艺术,其特性本身就是一种美观画。我们还从1940年代和1950年代的《抽象表达主义运动》的绘画中汲取灵感,例如美国画家Franz Kline的作品。在本文中,我们展示了一个基于感性Genal Genal Adal adal adalal adal etal net and the the the the cridudududustrational fistrational fistrational fistrational resdudududududududustrational fications fidudududududustrations fidududuductions ex fiductions, ex ex ex fiduduclishal fidududududududuclishaldaldaldaldaldaldaldalth ficumentaldal figradududududududududududududududududududududududududuclishal fical fical filines, fical filines ficument,我们的创意框架的创意框架的创意的创意框架的创意框架的创意框架的创意框架的创意框架,我们使用了一种中国的书的书的书中,我们的书的书印的书印了一种原制成像系的书面图像系的书的书面图,我们的书面图像系的书面的