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Modern semantic parsers suffer from two principal limitations. First, training requires expensive collection of utterance-program pairs. Second, semantic parsers fail to generalize at test time to new compositions/structures that have not…

Computation and Language · Computer Science 2021-09-07 Inbar Oren , Jonathan Herzig , Jonathan Berant

The recent surge in research focused on generating synthetic data from large language models (LLMs), especially for scenarios with limited data availability, marks a notable shift in Generative Artificial Intelligence (AI). Their ability to…

Machine Learning · Computer Science 2024-03-08 Xu Guo , Yiqiang Chen

Online hate speech poses a serious threat to individual well-being and societal cohesion. A promising solution to curb online hate speech is counterspeech. Counterspeech is aimed at encouraging users to reconsider hateful posts by direct…

Social and Information Networks · Computer Science 2024-11-26 Dominik Bär , Abdurahman Maarouf , Stefan Feuerriegel

Large Language Models (LLMs) often generate repetitive and monotonous outputs, especially in tasks like story generation, due to limited creative diversity when given the same input prompt. To address this challenge, we propose a novel…

Computation and Language · Computer Science 2025-09-04 Kyeongman Park , Nakyeong Yang , Kyomin Jung

Despite the recent increase in research on artificial intelligence for music, prominent correlations between key components of lyrics and rhythm such as keywords, stressed syllables, and strong beats are not frequently studied. This is…

Sound · Computer Science 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Mapping sequences of discrete data to a point in a continuous space makes it difficult to retrieve those sequences via random sampling. Mapping the input to a volume would make it easier to retrieve at test time, and that's the strategy…

Computation and Language · Computer Science 2020-04-22 Luca Celotti , Simon Brodeur , Jean Rouat

Music has always been thought of as a "human" endeavor -- when praising a piece of music, we emphasize the composer's creativity and the emotions the music invokes. Because music also heavily relies on patterns and repetition in the form of…

Sound · Computer Science 2024-01-05 Nicholas Yan

Music generation with the aid of computers has been recently grabbed the attention of many scientists in the area of artificial intelligence. Deep learning techniques have evolved sequence production methods for this purpose. Yet, a…

Neural and Evolutionary Computing · Computer Science 2020-04-09 Majid Farzaneh , Rahil Mahdian Toroghi

Text generation from semantic parses is to generate textual descriptions for formal representation inputs such as logic forms and SQL queries. This is challenging due to two reasons: (1) the complex and intensive inner logic with the data…

Computation and Language · Computer Science 2021-08-03 Chang Shu , Yusen Zhang , Xiangyu Dong , Peng Shi , Tao Yu , Rui Zhang

An individual's variation in writing style is often a function of both social and personal attributes. While structured social variation has been extensively studied, e.g., gender based variation, far less is known about how to characterize…

Computation and Language · Computer Science 2021-09-13 Jian Zhu , David Jurgens

Word alignments identify translational correspondences between words in a parallel sentence pair and are used, for instance, to learn bilingual dictionaries, to train statistical machine translation systems or to perform quality estimation.…

Computation and Language · Computer Science 2020-09-29 Anh Khoa Ngo Ho , François Yvon

We study how to generate captions that are not only accurate in describing an image but also discriminative across different images. The problem is both fundamental and interesting, as most machine-generated captions, despite phenomenal…

Computer Vision and Pattern Recognition · Computer Science 2019-03-12 Dianqi Li , Qiuyuan Huang , Xiaodong He , Lei Zhang , Ming-Ting Sun

Literary tropes, from poetry to stories, are at the crux of human imagination and communication. Figurative language such as a simile go beyond plain expressions to give readers new insights and inspirations. In this paper, we tackle the…

Computation and Language · Computer Science 2020-10-06 Tuhin Chakrabarty , Smaranda Muresan , Nanyun Peng

Limerick generation exemplifies some of the most difficult challenges faced in poetry generation, as the poems must tell a story in only five lines, with constraints on rhyme, stress, and meter. To address these challenges, we introduce…

Computation and Language · Computer Science 2021-03-08 Jianyou Wang , Xiaoxuan Zhang , Yuren Zhou , Christopher Suh , Cynthia Rudin

In the paraphrase generation task, source sentences often contain phrases that should not be altered. Which phrases, however, can be context dependent and can vary by application. Our solution to this challenge is to provide the user with…

Computation and Language · Computer Science 2021-01-27 Mohan Zhang , Luchen Tan , Zhengkai Tu , Zihang Fu , Kun Xiong , Ming Li , Jimmy Lin

Text from social media provides a set of challenges that can cause traditional NLP approaches to fail. Informal language, spelling errors, abbreviations, and special characters are all commonplace in these posts, leading to a prohibitively…

Machine Learning · Computer Science 2016-05-18 Bhuwan Dhingra , Zhong Zhou , Dylan Fitzpatrick , Michael Muehl , William W. Cohen

In recent years, sequence-to-sequence models have been very effective for end-to-end grammatical error correction (GEC). As creating human-annotated parallel corpus for GEC is expensive and time-consuming, there has been work on artificial…

Computation and Language · Computer Science 2019-07-23 Phu Mon Htut , Joel Tetreault

Existing entailment datasets mainly pose problems which can be answered without attention to grammar or word order. Learning syntax requires comparing examples where different grammar and word order change the desired classification. We…

Computation and Language · Computer Science 2018-10-29 Juho Kim , Christopher Malon , Asim Kadav

Neural text generation has made tremendous progress in various tasks. One common characteristic of most of the tasks is that the texts are not restricted to some rigid formats when generating. However, we may confront some special text…

Computation and Language · Computer Science 2021-04-20 Piji Li , Haisong Zhang , Xiaojiang Liu , Shuming Shi

Generating metaphors is a difficult task as it requires understanding nuanced relationships between abstract concepts. In this paper, we aim to generate a metaphoric sentence given a literal expression by replacing relevant verbs. Guided by…

Computation and Language · Computer Science 2021-06-03 Kevin Stowe , Tuhin Chakrabarty , Nanyun Peng , Smaranda Muresan , Iryna Gurevych
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