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In this tutorial, we focus on text-to-text generation, a class of natural language generation (NLG) tasks, that takes a piece of text as input and then generates a revision that is improved according to some specific criteria (e.g.,…

计算与语言 · 计算机科学 2023-10-09 Yao Dou , Philippe Laban , Claire Gardent , Wei Xu

In this work, we propose a complete framework that generates visual art. Unlike previous stylization methods that are not flexible with style parameters (i.e., they allow stylization with only one style image, a single stylization text or…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Marian Lupascu , Ryan Murdock , Ionut Mironica , Yijun Li

Generating stylized responses is essential to build intelligent and engaging dialogue systems. However, this task is far from well-explored due to the difficulties of rendering a particular style in coherent responses, especially when the…

计算与语言 · 计算机科学 2020-12-17 Yinhe Zheng , Zikai Chen , Rongsheng Zhang , Shilei Huang , Xiaoxi Mao , Minlie Huang

We present a software tool that employs state-of-the-art natural language processing (NLP) and machine learning techniques to help newspaper editors compose effective headlines for online publication. The system identifies the most salient…

计算与语言 · 计算机科学 2019-05-21 Terrence Szymanski , Claudia Orellana-Rodriguez , Mark T. Keane

Current summarization systems yield generic summaries that are disconnected from users' preferences and expectations. To address this limitation, we present CTRLsum, a novel framework for controllable summarization. Our approach enables…

计算与语言 · 计算机科学 2020-12-09 Junxian He , Wojciech Kryściński , Bryan McCann , Nazneen Rajani , Caiming Xiong

Well-defined jokes can be divided neatly into a setup and a punchline. While most works on humor today talk about a joke as a whole, the idea of generating punchlines to a setup has applications in conversational humor, where funny remarks…

计算与语言 · 计算机科学 2021-03-02 Tanishq Chaudhary , Mayank Goel , Radhika Mamidi

One of the challenges in text generation is to control text generation as intended by the user. Previous studies proposed specifying the keywords that should be included in the generated text. However, this approach is insufficient to…

计算与语言 · 计算机科学 2023-11-01 Yuichi Sasazawa , Terufumi Morishita , Hiroaki Ozaki , Osamu Imaichi , Yasuhiro Sogawa

This work presents HeadArtist for 3D head generation from text descriptions. With a landmark-guided ControlNet serving as the generative prior, we come up with an efficient pipeline that optimizes a parameterized 3D head model under the…

计算机视觉与模式识别 · 计算机科学 2024-05-09 Hongyu Liu , Xuan Wang , Ziyu Wan , Yujun Shen , Yibing Song , Jing Liao , Qifeng Chen

Millions of news articles published online daily can overwhelm readers. Headlines and entity (topic) tags are essential for guiding readers to decide if the content is worth their time. While headline generation has been extensively…

计算与语言 · 计算机科学 2024-06-10 Faisal Tareque Shohan , Mir Tafseer Nayeem , Samsul Islam , Abu Ubaida Akash , Shafiq Joty

Authors' keyphrases assigned to scientific articles are essential for recognizing content and topic aspects. Most of the proposed supervised and unsupervised methods for keyphrase generation are unable to produce terms that are valuable but…

计算与语言 · 计算机科学 2019-08-22 Erion Çano , Ondřej Bojar

This research introduces ScoreRAG, an approach to enhance the quality of automated news generation. Despite advancements in Natural Language Processing and large language models, current news generation methods often struggle with…

计算与语言 · 计算机科学 2025-06-05 Pei-Yun Lin , Yen-lung Tsai

Linguistic style is an essential part of written communication, with the power to affect both clarity and attractiveness. With recent advances in vision and language, we can start to tackle the problem of generating image captions that are…

计算机视觉与模式识别 · 计算机科学 2018-05-21 Alexander Mathews , Lexing Xie , Xuming He

News headline generation is an essential problem of text summarization because it is constrained, well-defined, and is still hard to solve. Models with a limited vocabulary can not solve it well, as new named entities can appear regularly…

计算与语言 · 计算机科学 2020-05-06 Ilya Gusev

To advance understanding on how to engage readers, we advocate the novel task of automatic pull quote selection. Pull quotes are a component of articles specifically designed to catch the attention of readers with spans of text selected…

计算与语言 · 计算机科学 2020-10-15 Tanner Bohn , Charles X. Ling

Natural Language Generation (NLG) for task-oriented dialogue systems focuses on communicating specific content accurately, fluently, and coherently. While these attributes are crucial for a successful dialogue, it is also desirable to…

Recent language generative models are mostly trained on large-scale datasets, while in some real scenarios, the training datasets are often expensive to obtain and would be small-scale. In this paper we investigate the challenging task of…

计算与语言 · 计算机科学 2022-10-11 Zhuoxuan Jiang , Lingfeng Qiao , Di Yin , Shanshan Feng , Bo Ren

Sentence extraction based summarization methods has some limitations as it doesn't go into the semantics of the document. Also, it lacks the capability of sentence generation which is intuitive to humans. Here we present a novel method to…

计算与语言 · 计算机科学 2014-06-06 Divyanshu Bhartiya , Ashudeep Singh

Stylistic response generation is crucial for building an engaging dialogue system for industrial use. While it has attracted much research interest, existing methods often generate stylistic responses at the cost of the content quality…

计算与语言 · 计算机科学 2020-04-07 Yixuan Su , Deng Cai , Yan Wang , Simon Baker , Anna Korhonen , Nigel Collier , Xiaojiang Liu

Short-video platforms have become a central medium in the modern Internet landscape, where efficient information delivery and strong interactivity are reshaping user engagement and cultural dissemination. Among the various forms of user…

机器学习 · 计算机科学 2025-11-07 Xuan Ouyang , Senan Wang , Bouzhou Wang , Siyuan Xiahou , Jinrong Zhou , Yuekang Li

Preventing jailbreaking and model hijacking of Large Language Models (LLMs) is an important yet challenging task. When interacting with a chatbot, malicious users can input specially crafted prompts that cause the LLM to generate…

计算与语言 · 计算机科学 2026-02-16 Giovanni Cherubin , Andrew Paverd