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Static knowledge graph has been incorporated extensively into sequence-to-sequence framework for text generation. While effectively representing structured context, static knowledge graph failed to represent knowledge evolution, which is…

计算与语言 · 计算机科学 2020-04-22 Canxiang Yan , Jianhao Yan , Yangyin Xu , Cheng Niu , Jie Zhou

Summarization of speech is a difficult problem due to the spontaneity of the flow, disfluencies, and other issues that are not usually encountered in written texts. Our work presents the first application of the BERTSum model to…

计算与语言 · 计算机科学 2020-08-28 Alexandra Savelieva , Bryan Au-Yeung , Vasanth Ramani

Machine-generated citation sentences can aid automated scientific literature review and assist article writing. Current methods in generating citation text were limited to single citation generation using the citing document and a cited…

计算与语言 · 计算机科学 2021-12-10 Jia-Yan Wu , Alexander Te-Wei Shieh , Shih-Ju Hsu , Yun-Nung Chen

Recently, dense video captioning has made attractive progress in detecting and captioning all events in a long untrimmed video. Despite promising results were achieved, most existing methods do not sufficiently explore the scene evolution…

计算机视觉与模式识别 · 计算机科学 2025-06-26 Zhiwang Zhang , Dong Xu , Wanli Ouyang , Luping Zhou

Punctuation restoration is an important task in automatic speech recognition (ASR) which aim to restore the syntactic structure of generated ASR texts to improve readability. While punctuated texts are abundant from written documents, the…

Existing approaches to automatic summarization assume that a length limit for the summary is given, and view content selection as an optimization problem to maximize informativeness and minimize redundancy within this budget. This framework…

计算与语言 · 计算机科学 2019-01-15 Jingyun Liu , Jackie C. K. Cheung , Annie Louis

Neural sequence-to-sequence models have provided a viable new approach for abstractive text summarization (meaning they are not restricted to simply selecting and rearranging passages from the original text). However, these models have two…

计算与语言 · 计算机科学 2017-04-26 Abigail See , Peter J. Liu , Christopher D. Manning

The goal of this work is to develop a universal approach for aligning subtitles (i.e., spoken language text with corresponding timestamps) to continuous sign language videos. Prior approaches typically rely on end-to-end training tied to a…

计算与语言 · 计算机科学 2025-12-10 Zifan Jiang , Youngjoon Jang , Liliane Momeni , Gül Varol , Sarah Ebling , Andrew Zisserman

Recently, significant advances have been made in Video Large Language Models (Video LLMs) in both academia and industry. However, methods to evaluate and benchmark the performance of different Video LLMs, especially their fine-grained,…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Kuangzhi Ge , Lingjun Chen , Kevin Zhang , Yulin Luo , Tianyu Shi , Liaoyuan Fan , Xiang Li , Guanqun Wang , Shanghang Zhang

Pointer generator networks have been used successfully for abstractive summarization. Along with the capability to generate novel words, it also allows the model to copy from the input text to handle out-of-vocabulary words. In this paper,…

机器学习 · 计算机科学 2019-02-01 Kushal Chawla , Kundan Krishna , Balaji Vasan Srinivasan

Augmented sports videos, which combine visualizations and video effects to present data in actual scenes, can communicate insights engagingly and thus have been increasingly popular for sports enthusiasts around the world. Yet, creating…

人机交互 · 计算机科学 2024-05-14 Chen Zhu-Tian , Qisen Yang , Xiao Xie , Johanna Beyer , Haijun Xia , Yingcai Wu , Hanspeter Pfister

Automatically generating a natural language sentence to describe the content of an input video is a very challenging problem. It is an essential multimodal task in which auditory and visual contents are equally important. Although audio…

计算机视觉与模式识别 · 计算机科学 2018-12-10 Yapeng Tian , Chenxiao Guan , Justin Goodman , Marc Moore , Chenliang Xu

We investigate the problem of simultaneous machine translation of long-form speech content. We target a continuous speech-to-text scenario, generating translated captions for a live audio feed, such as a lecture or play-by-play commentary.…

计算与语言 · 计算机科学 2020-04-09 Naveen Arivazhagan , Colin Cherry , Te I , Wolfgang Macherey , Pallavi Baljekar , George Foster

Inspired by early research on exploring naturally annotated data for Chinese word segmentation (CWS), and also by recent research on integration of speech and text processing, this work for the first time proposes to mine word boundaries…

计算与语言 · 计算机科学 2023-10-31 Lei Zhang , Zhenghua Li , Shilin Zhou , Chen Gong , Zhefeng Wang , Baoxing Huai , Min Zhang

Punctuation plays a vital role in structuring meaning, yet current models often struggle to restore it accurately in transcripts of spontaneous speech, especially in the presence of disfluencies such as false starts and backtracking. These…

计算与语言 · 计算机科学 2025-06-05 Sidharth Pulipaka , Sparsh Jain , Ashwin Sankar , Raj Dabre

The production of sports highlight packages summarizing a game's most exciting moments is an essential task for broadcast media. Yet, it requires labor-intensive video editing. We propose a novel approach for auto-curating sports…

计算机视觉与模式识别 · 计算机科学 2017-07-25 Michele Merler , Dhiraj Joshi , Quoc-Bao Nguyen , Stephen Hammer , John Kent , John R. Smith , Rogerio S. Feris

Automatic video captioning is challenging due to the complex interactions in dynamic real scenes. A comprehensive system would ultimately localize and track the objects, actions and interactions present in a video and generate a description…

计算机视觉与模式识别 · 计算机科学 2016-10-19 Mihai Zanfir , Elisabeta Marinoiu , Cristian Sminchisescu

Abstractive text summarization is a highly difficult problem, and the sequence-to-sequence model has shown success in improving the performance on the task. However, the generated summaries are often inconsistent with the source content in…

计算与语言 · 计算机科学 2018-05-11 Bingzhen Wei , Xuancheng Ren , Xu Sun , Yi Zhang , Xiaoyan Cai , Qi Su

Diverse video captioning aims to generate a set of sentences to describe the given video in various aspects. Mainstream methods are trained with independent pairs of a video and a caption from its ground-truth set without exploiting the…

计算机视觉与模式识别 · 计算机科学 2024-01-01 Yifan Lu , Ziqi Zhang , Chunfeng Yuan , Peng Li , Yan Wang , Bing Li , Weiming Hu

Various evaluation metrics have been proposed for Grammatical Error Correction (GEC), but many, particularly reference-free metrics, lack explainability. This lack of explainability hinders researchers from analyzing the strengths and…

计算与语言 · 计算机科学 2024-12-18 Takumi Goto , Justin Vasselli , Taro Watanabe