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Paraphrase generation is a long-standing task in natural language processing (NLP). Supervised paraphrase generation models, which rely on human-annotated paraphrase pairs, are cost-inefficient and hard to scale up. On the other hand,…

计算与语言 · 计算机科学 2023-05-29 Kuan-Hao Huang , Varun Iyer , I-Hung Hsu , Anoop Kumar , Kai-Wei Chang , Aram Galstyan

Automatic generation of natural language from images has attracted extensive attention. In this paper, we take one step further to investigate generation of poetic language (with multiple lines) to an image for automatic poetry creation.…

计算机视觉与模式识别 · 计算机科学 2018-10-11 Bei Liu , Jianlong Fu , Makoto P. Kato , Masatoshi Yoshikawa

Most existing neural network models for music generation use recurrent neural networks. However, the recent WaveNet model proposed by DeepMind shows that convolutional neural networks (CNNs) can also generate realistic musical waveforms in…

声音 · 计算机科学 2017-07-19 Li-Chia Yang , Szu-Yu Chou , Yi-Hsuan Yang

Paraphrase generation is an important problem in NLP, especially in question answering, information retrieval, information extraction, conversation systems, to name a few. In this paper, we address the problem of generating paraphrases…

计算与语言 · 计算机科学 2017-09-18 Ankush Gupta , Arvind Agarwal , Prawaan Singh , Piyush Rai

Automatic melody-to-lyric (M2L) generation aims to create lyrics that align with a given melody. While most previous approaches generate lyrics from scratch, revision, editing plain text draft to fit it into the melody, offers a much more…

计算与语言 · 计算机科学 2025-05-05 Songyan Zhao , Bingxuan Li , Yufei Tian , Nanyun Peng

It has been shown that Chinese poems can be successfully generated by sequence-to-sequence neural models, particularly with the attention mechanism. A potential problem of this approach, however, is that neural models can only learn…

人工智能 · 计算机科学 2017-05-11 Jiyuan Zhang , Yang Feng , Dong Wang , Yang Wang , Andrew Abel , Shiyue Zhang , Andi Zhang

Existing recurrent neural language models often fail to capture higher-level structure present in text: for example, rhyming patterns present in poetry. Much prior work on poetry generation uses manually defined constraints which are…

计算与语言 · 计算机科学 2019-09-17 Harsh Jhamtani , Sanket Vaibhav Mehta , Jaime Carbonell , Taylor Berg-Kirkpatrick

Ironies can not only express stronger emotions but also show a sense of humor. With the development of social media, ironies are widely used in public. Although many prior research studies have been conducted in irony detection, few studies…

计算与语言 · 计算机科学 2019-09-17 Mengdi Zhu , Zhiwei Yu , Xiaojun Wan

Lexically constrained sentence generation allows the incorporation of prior knowledge such as lexical constraints into the output. This technique has been applied to machine translation, and dialog response generation. Previous work usually…

计算与语言 · 计算机科学 2021-09-14 Xingwei He , Victor O. K. Li

Training code-switched language models is difficult due to lack of data and complexity in the grammatical structure. Linguistic constraint theories have been used for decades to generate artificial code-switching sentences to cope with this…

计算与语言 · 计算机科学 2019-09-19 Genta Indra Winata , Andrea Madotto , Chien-Sheng Wu , Pascale Fung

A big challenge in algorithmic composition is to devise a model that is both easily trainable and able to reproduce the long-range temporal dependencies typical of music. Here we investigate how artificial neural networks can be trained on…

Creating a pop song melody according to pre-written lyrics is a typical practice for composers. A computational model of how lyrics are set as melodies is important for automatic composition systems, but an end-to-end lyric-to-melody model…

音频与语音处理 · 电气工程与系统科学 2023-01-05 Daiyu Zhang , Ju-Chiang Wang , Katerina Kosta , Jordan B. L. Smith , Shicen Zhou

In this work, we address the challenge of lyrics alignment, which involves aligning the lyrics and vocal components of songs. This problem requires the alignment of two distinct modalities, namely text and audio. To overcome this challenge,…

声音 · 计算机科学 2023-07-11 Minsung Kang , Soochul Park , Keunwoo Choi

Writers, poets, singers usually do not create their compositions in just one breath. Text is revisited, adjusted, modified, rephrased, even multiple times, in order to better convey meanings, emotions and feelings that the author wants to…

计算与语言 · 计算机科学 2021-02-09 Andrea Zugarini , Luca Pasqualini , Stefano Melacci , Marco Maggini

Motivated by the recent progresses on machine learning-based models that learn artistic styles, in this paper we focus on the problem of poem generation. This is a challenging task in which the machine has to capture the linguistic features…

计算与语言 · 计算机科学 2019-09-25 Andrea Zugarini , Stefano Melacci , Marco Maggini

Lyric generation is a popular sub-field of natural language generation that has seen growth in recent years. Pop lyrics are of unique interest due to the genre's unique style and content, in addition to the high level of collaboration that…

计算与语言 · 计算机科学 2021-11-16 Naveen Ram , Tanay Gummadi , Rahul Bhethanabotla , Richard J. Savery , Gil Weinberg

Machine learning is challenging the way we make music. Although research in deep generative models has dramatically improved the capability and fluency of music models, recent work has shown that it can be challenging for humans to partner…

Parody is an emerging phenomenon on social media, where individuals imitate a role or position opposite to their own, often for humor, provocation, or controversy. Detecting and analyzing parody can be challenging and is often reliant on…

计算与语言 · 计算机科学 2025-02-25 Yilun Zheng , Sha Li , Fangkun Wu , Yang Ziyi , Lin Hongchao , Zhichao Hu , Cai Xinjun , Ziming Wang , Jinxuan Chen , Sitao Luan , Jiahao Xu , Lihui Chen

Generating lyrics and poems is one of the essential downstream tasks in the Natural Language Processing (NLP) field. Current methods have performed well in some lyrics generation scenarios but need further improvements in tasks requiring…

计算与语言 · 计算机科学 2023-03-21 Li Yi

Although the use of AI tools in music composition and production is steadily increasing, as witnessed by the newly founded AI song contest, analysis of music produced using these tools is still relatively uncommon as a mean to gain insight…

人工智能 · 计算机科学 2022-08-19 Emmanuel Deruty , Maarten Grachten