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Generic Event Boundary Captioning (GEBC) aims to generate three sentences describing the status change for a given time boundary. Previous methods only process the information of a single boundary at a time, which lacks utilization of video…

Computer Vision and Pattern Recognition · Computer Science 2022-07-05 Jinrui Zhang , Teng Wang , Feng Zheng , Ran Cheng , Ping Luo

There is increasing interest to work with user generated content in social media, especially textual posts over time. Currently there is no consistent way of segmenting user posts into timelines in a meaningful way that improves the quality…

Computation and Language · Computer Science 2023-03-13 Anthony Hills , Adam Tsakalidis , Federico Nanni , Ioannis Zachos , Maria Liakata

We address the problem of scaling up the production of media content, including commentary and personalized news stories, for large-scale sports and music events worldwide. Our approach relies on generative AI models to transform a large…

Computation and Language · Computer Science 2024-02-29 Aaron Baughman , Stephen Hammer , Rahul Agarwal , Gozde Akay , Eduardo Morales , Tony Johnson , Leonid Karlinsky , Rogerio Feris

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…

Computation and Language · Computer Science 2014-06-06 Divyanshu Bhartiya , Ashudeep Singh

This paper presents a semi-supervised approach to extracting and analyzing combat phases in judo tournaments using live-streamed footage. The objective is to automate the annotation and summarization of live streamed judo matches. We train…

Computer Vision and Pattern Recognition · Computer Science 2024-12-11 Anthony Miyaguchi , Jed Moutahir , Tanmay Sutar

An ideal model for dense video captioning -- predicting captions localized temporally in a video -- should be able to handle long input videos, predict rich, detailed textual descriptions, and be able to produce outputs before processing…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Xingyi Zhou , Anurag Arnab , Shyamal Buch , Shen Yan , Austin Myers , Xuehan Xiong , Arsha Nagrani , Cordelia Schmid

In this work, we unify several existing decoding strategies for punctuation prediction in one framework and introduce a novel strategy which utilises multiple predictions at each word across different windows. We show that significant…

Computation and Language · Computer Science 2021-12-20 Christoph Minixhofer , Ondřej Klejch , Peter Bell

The goal of argumentation mining, an evolving research field in computational linguistics, is to design methods capable of analyzing people's argumentation. In this article, we go beyond the state of the art in several ways. (i) We deal…

Computation and Language · Computer Science 2017-03-28 Ivan Habernal , Iryna Gurevych

ASR endpointing (EP) plays a major role in delivering a good user experience in products supporting human or artificial agents in human-human/machine conversations. Transducer-based ASR (T-ASR) is an end-to-end (E2E) ASR modelling technique…

This paper focuses on enhancing the captions generated by image-caption generation systems. We propose an approach for improving caption generation systems by choosing the most closely related output to the image rather than the most likely…

Computation and Language · Computer Science 2023-07-10 Ahmed Sabir

Text segmentation aims to divide text into contiguous, semantically coherent segments, while segment labeling deals with producing labels for each segment. Past work has shown success in tackling segmentation and labeling for documents and…

Computation and Language · Computer Science 2022-09-29 Hakan Inan , Rashi Rungta , Yashar Mehdad

Enhancing the diversity of sentences to describe video contents is an important problem arising in recent video captioning research. In this paper, we explore this problem from a novel perspective of customizing video captions by imitating…

Computer Vision and Pattern Recognition · Computer Science 2021-12-03 Yitian Yuan , Lin Ma , Wenwu Zhu

The difficulty of generating coherent long texts lies in the fact that existing models overwhelmingly focus on predicting local words, and cannot make high level plans on what to generate or capture the high-level discourse dependencies…

Computation and Language · Computer Science 2022-09-12 Xiaofei Sun , Zijun Sun , Yuxian Meng , Jiwei Li , Chun Fan

Due to the rapid emergence of short videos and the requirement for content understanding and creation, the video captioning task has received increasing attention in recent years. In this paper, we convert traditional video captioning task…

Computer Vision and Pattern Recognition · Computer Science 2021-03-10 Ziqi Zhang , Zhongang Qi , Chunfeng Yuan , Ying Shan , Bing Li , Ying Deng , Weiming Hu

The proliferation of textual data on the Internet presents a unique opportunity for institutions and companies to monitor public opinion about their services and products. Given the rapid generation of such data, the text stream mining…

Computation and Language · Computer Science 2024-08-19 Cristiano Mesquita Garcia , Alessandro Lameiras Koerich , Alceu de Souza Britto , Jean Paul Barddal

Hashtag annotation for microblog posts has been recently formulated as a sequence generation problem to handle emerging hashtags that are unseen in the training set. The state-of-the-art method leverages conversations initiated by posts to…

Computation and Language · Computer Science 2021-04-20 Xiuwen Zheng , Dheeraj Mekala , Amarnath Gupta , Jingbo Shang

A major challenge of semantic parsing is the vocabulary mismatch problem between natural language and target ontology. In this paper, we propose a sentence rewriting based semantic parsing method, which can effectively resolve the mismatch…

Computation and Language · Computer Science 2019-01-11 Bo Chen , Le Sun , Xianpei Han , Bo An

This paper introduces a novel approach called sentence-wise speech summarization (Sen-SSum), which generates text summaries from a spoken document in a sentence-by-sentence manner. Sen-SSum combines the real-time processing of automatic…

Computation and Language · Computer Science 2024-08-02 Kohei Matsuura , Takanori Ashihara , Takafumi Moriya , Masato Mimura , Takatomo Kano , Atsunori Ogawa , Marc Delcroix

This paper aims to tackle a novel task - Temporal Sentence Grounding in Streaming Videos (TSGSV). The goal of TSGSV is to evaluate the relevance between a video stream and a given sentence query. Unlike regular videos, streaming videos are…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Tian Gan , Xiao Wang , Yan Sun , Jianlong Wu , Qingpei Guo , Liqiang Nie

In this paper, we bring a new way of digesting news content by introducing the task of segmenting a news article into multiple sections and generating the corresponding summary to each section. We make two contributions towards this new…

Computation and Language · Computer Science 2021-10-18 Yang Liu , Chenguang Zhu , Michael Zeng
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