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Teaching neural models to generate narrative coherent texts is a critical problem. Recent pre-trained language models have achieved promising results, but there is still a gap between human written texts and machine-generated outputs. In…

计算与语言 · 计算机科学 2022-10-27 Zhe Hu , Hou Pong Chan , Lifu Huang

Understanding video content and generating caption with context is an important and challenging task. Unlike prior methods that typically attempt to generate generic video captions without context, our architecture contextualizes captioning…

计算机视觉与模式识别 · 计算机科学 2020-07-30 Philipp Rimle , Pelin Dogan , Markus Gross

We present an efficient framework that can generate a coherent paragraph to describe a given video. Previous works on video captioning usually focus on video clips. They typically treat an entire video as a whole and generate the caption…

计算机视觉与模式识别 · 计算机科学 2018-07-27 Yilei Xiong , Bo Dai , Dahua Lin

Conditional text-to-image generation is an active area of research, with many possible applications. Existing research has primarily focused on generating a single image from available conditioning information in one step. One practical…

计算机视觉与模式识别 · 计算机科学 2019-09-24 Alaaeldin El-Nouby , Shikhar Sharma , Hannes Schulz , Devon Hjelm , Layla El Asri , Samira Ebrahimi Kahou , Yoshua Bengio , Graham W. Taylor

Interactive fiction is a literary genre that is rapidly gaining popularity. In this genre, readers are able to explicitly take actions in order to guide the course of the story. With the recent popularity of narrative focused games, we…

人机交互 · 计算机科学 2019-01-09 Gilad Ostrin , Jérémy Frey , Jessica Cauchard

This paper presents multiple question generation strategies for document-level event argument extraction. These strategies do not require human involvement and result in uncontextualized questions as well as contextualized questions…

计算与语言 · 计算机科学 2024-04-09 Md Nayem Uddin , Enfa Rose George , Eduardo Blanco , Steven Corman

Argument generation is a challenging task in natural language processing, which requires rigorous reasoning and proper content organization. Inspired by recent chain-of-thought prompting that breaks down a complex task into intermediate…

计算与语言 · 计算机科学 2024-09-04 Zhe Hu , Hou Pong Chan , Yu Yin

Users interact with text, image, code, or other editors on a daily basis. However, machine learning models are rarely trained in the settings that reflect the interactivity between users and their editor. This is understandable as training…

计算与语言 · 计算机科学 2023-11-14 Felix Faltings , Michel Galley , Baolin Peng , Kianté Brantley , Weixin Cai , Yizhe Zhang , Jianfeng Gao , Bill Dolan

Generative models reliant on sequential autoregression have been at the forefront of language generation for an extensive period, particularly following the introduction of widely acclaimed transformers. Despite its excellent performance,…

计算与语言 · 计算机科学 2024-06-21 Yaguang Li , Xin Chen

Neural language models have the potential to support human writing. However, questions remain on their integration and influence on writing and output. To address this, we designed and compared two user interfaces for writing with AI on…

人机交互 · 计算机科学 2022-08-02 Florian Lehmann , Niklas Markert , Hai Dang , Daniel Buschek

Generating a reasonable ending for a given story context, i.e., story ending generation, is a strong indication of story comprehension. This task requires not only to understand the context clues which play an important role in planning the…

计算与语言 · 计算机科学 2018-12-04 Jian Guan , Yansen Wang , Minlie Huang

The growing proliferation of customized and pretrained generative models has made it infeasible for a user to be fully cognizant of every model in existence. To address this need, we introduce the task of content-based model search: given a…

计算机视觉与模式识别 · 计算机科学 2023-10-25 Daohan Lu , Sheng-Yu Wang , Nupur Kumari , Rohan Agarwal , Mia Tang , David Bau , Jun-Yan Zhu

Fact-based dialogue generation is a task of generating a human-like response based on both dialogue context and factual texts. Various methods were proposed to focus on generating informative words that contain facts effectively. However,…

计算与语言 · 计算机科学 2020-05-11 Ryota Tanaka , Akinobu Lee

Recent advancements in self-attention neural network architectures have raised the bar for open-ended text generation. Yet, while current methods are capable of producing a coherent text which is several hundred words long, attaining…

计算与语言 · 计算机科学 2020-12-09 Eyal Orbach , Yoav Goldberg

In natural-language discourse, related events tend to appear near each other to describe a larger scenario. Such structures can be formalized by the notion of a frame (a.k.a. template), which comprises a set of related events and…

计算与语言 · 计算机科学 2013-02-21 Jackie Chi Kit Cheung , Hoifung Poon , Lucy Vanderwende

Generative AI systems have revolutionized human interaction by enabling natural language-based coding and problem solving. However, the inherent ambiguity of natural language often leads to imprecise instructions, forcing users to…

人工智能 · 计算机科学 2025-07-02 Fabrizio Marozzo

Sequence-to-sequence models have been applied to the conversation response generation problem where the source sequence is the conversation history and the target sequence is the response. Unlike translation, conversation responding is…

计算与语言 · 计算机科学 2017-08-01 Louis Shao , Stephan Gouws , Denny Britz , Anna Goldie , Brian Strope , Ray Kurzweil

As a technically challenging topic, visual storytelling aims at generating an imaginary and coherent story with narrative multi-sentences from a group of relevant images. Existing methods often generate direct and rigid descriptions of…

计算机视觉与模式识别 · 计算机科学 2022-03-11 Tengpeng Li , Hanli Wang , Bin He , Chang Wen Chen

For visual content generation, discrepancies between user intentions and the generated content have been a longstanding problem. This discrepancy arises from two main factors. First, user intentions are inherently complex, with subtle…

计算机视觉与模式识别 · 计算机科学 2024-05-22 Yi Cheng , Ziwei Xu , Dongyun Lin , Harry Cheng , Yongkang Wong , Ying Sun , Joo Hwee Lim , Mohan Kankanhalli

The accompanying actions and gestures in dialogue are often closely linked to interactions with the environment, such as looking toward the interlocutor or using gestures to point to the described target at appropriate moments. Speech and…