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相关论文: Rapformer: Conditional Rap Lyrics Generation with …

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Writing rap lyrics requires both creativity to construct a meaningful, interesting story and lyrical skills to produce complex rhyme patterns, which form the cornerstone of good flow. We present a rap lyrics generation method that captures…

机器学习 · 计算机科学 2016-06-13 Eric Malmi , Pyry Takala , Hannu Toivonen , Tapani Raiko , Aristides Gionis

Rap generation, which aims to produce lyrics and corresponding singing beats, needs to model both rhymes and rhythms. Previous works for rap generation focused on rhyming lyrics but ignored rhythmic beats, which are important for rap…

声音 · 计算机科学 2021-07-06 Lanqing Xue , Kaitao Song , Duocai Wu , Xu Tan , Nevin L. Zhang , Tao Qin , Wei-Qiang Zhang , Tie-Yan Liu

Rap, a prominent genre of vocal performance, remains underexplored in vocal generation. General vocal synthesis depends on precise note and duration inputs, requiring users to have related musical knowledge, which limits flexibility. In…

音频与语音处理 · 电气工程与系统科学 2024-08-29 Ziqian Ning , Shuai Wang , Yuepeng Jiang , Jixun Yao , Lei He , Shifeng Pan , Jie Ding , Lei Xie

Data augmentation methods for Natural Language Processing tasks are explored in recent years, however they are limited and it is hard to capture the diversity on sentence level. Besides, it is not always possible to perform data…

计算与语言 · 计算机科学 2022-05-20 M. Şafak Bilici , Mehmet Fatih Amasyali

Paraphrase generation is a fundamental and long-standing task in natural language processing. In this paper, we concentrate on two contributions to the task: (1) we propose Retrieval Augmented Prompt Tuning (RAPT) as a parameter-efficient…

计算与语言 · 计算机科学 2022-03-15 Jishnu Ray Chowdhury , Yong Zhuang , Shuyi Wang

The task of writing rap is challenging and involves producing complex rhyming schemes, yet meaningful lyrics. In this work, we propose Raply, a fine-tuned GPT-2 model capable of producing meaningful rhyming text in the style of rap. In…

Composing poetry or lyrics involves several creative factors, but a challenging aspect of generation is the adherence to a more or less strict metric and rhyming pattern. To address this challenge specifically, previous work on the task has…

计算与语言 · 计算机科学 2024-05-09 Tommaso Pasini , Alejo López-Ávila , Husam Quteineh , Gerasimos Lampouras , Jinhua Du , Yubing Wang , Ze Li , Yusen Sun

Language generation tasks that seek to mimic human ability to use language creatively are difficult to evaluate, since one must consider creativity, style, and other non-trivial aspects of the generated text. The goal of this paper is to…

计算与语言 · 计算机科学 2016-12-13 Peter Potash , Alexey Romanov , Anna Rumshisky

The wave of pre-training language models has been continuously improving the quality of the machine-generated conversations, however, some of the generated responses still suffer from excessive repetition, sometimes repeating words from…

计算与语言 · 计算机科学 2021-12-17 Yadong Xi , Jiashu Pu , Xiaoxi Mao

Computer poetry generation is our first step towards computer writing. Writing must have a theme. The current approaches of using sequence-to-sequence models with attention often produce non-thematic poems. We present a novel conditional…

计算与语言 · 计算机科学 2020-03-06 Xiaopeng Yang , Xiaowen Lin , Shunda Suo , Ming Li

We propose a novel conditioned text generation model. It draws inspiration from traditional template-based text generation techniques, where the source provides the content (i.e., what to say), and the template influences how to say it.…

计算与语言 · 计算机科学 2019-04-12 Hao Peng , Ankur P. Parikh , Manaal Faruqui , Bhuwan Dhingra , Dipanjan Das

We present a system for generating song lyrics lines conditioned on the style of a specified artist. The system uses a variational autoencoder with artist embeddings. We propose the pre-training of artist embeddings with the representations…

计算与语言 · 计算机科学 2018-12-21 Olga Vechtomova , Hareesh Bahuleyan , Amirpasha Ghabussi , Vineet John

This paper explores a variant of automatic headline generation methods, where a generated headline is required to include a given phrase such as a company or a product name. Previous methods using Transformer-based models generate a…

计算与语言 · 计算机科学 2021-09-16 Kosuke Yamada , Yuta Hitomi , Hideaki Tamori , Ryohei Sasano , Naoaki Okazaki , Kentaro Inui , Koichi Takeda

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

计算与语言 · 计算机科学 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

Current language models decode text token by token according to probabilistic distribution, and determining the appropriate candidates for the next token is crucial to ensure generation quality. This study introduces adaptive decoding, a…

计算与语言 · 计算机科学 2024-06-04 Wenhong Zhu , Hongkun Hao , Zhiwei He , Yiming Ai , Rui Wang

Transformers have been widely applied in text classification. Unfortunately, real-world data contain anomalies and noisy labels that cause challenges for state-of-art Transformers. This paper proposes Protoformer, a novel self-learning…

计算与语言 · 计算机科学 2022-06-28 Ashkan Farhangi , Ning Sui , Nan Hua , Haiyan Bai , Arthur Huang , Zhishan Guo

Generating paraphrases, that is, different variations of a sentence conveying the same meaning, is an important yet challenging task in NLP. Automatically generating paraphrases has its utility in many NLP tasks like question answering,…

计算与语言 · 计算机科学 2018-11-13 Milan Aggarwal , Nupur Kumari , Ayush Bansal , Balaji Krishnamurthy

In sentence compression, the task of shortening sentences while retaining the original meaning, models tend to be trained on large corpora containing pairs of verbose and compressed sentences. To remove the need for paired corpora, we…

计算与语言 · 计算机科学 2018-09-11 Thibault Févry , Jason Phang

Creating an essay based on a few given topics is a challenging NLP task. Although several effective methods for this problem, topic-to-essay generation, have appeared recently, there is still much room for improvement, especially in terms…

计算与语言 · 计算机科学 2022-12-29 Wang Qi , Rui Liu , Yuan Zuo , Yong Chen , Dell Zhang

We present a system for generating novel lyrics lines conditioned on music audio. A bimodal neural network model learns to generate lines conditioned on any given short audio clip. The model consists of a spectrogram variational autoencoder…

计算与语言 · 计算机科学 2020-10-01 Olga Vechtomova , Gaurav Sahu , Dhruv Kumar
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