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Semantic Segmentation (SS) is the task to assign a semantic label to each pixel of the observed images, which is of crucial significance for autonomous vehicles, navigation assistance systems for the visually impaired, and augmented reality…

计算机视觉与模式识别 · 计算机科学 2019-07-29 Kaite Xiang , Kaiwei Wang , Kailun Yang

This work falls in the areas of information retrieval and semantic web, and aims to improve the evaluation of web search tools. Indeed, the huge number of information on the web as well as the growth of new inexperienced users creates new…

信息检索 · 计算机科学 2012-12-12 Abdelkrim Bouramoul , Mohamed-Khireddine Kholladi , Bich-Liên Doan

User acceptance of artificial intelligence agents might depend on their ability to explain their reasoning, which requires adding an interpretability layer that fa- cilitates users to understand their behavior. This paper focuses on adding…

计算与语言 · 计算机科学 2016-12-16 I. Lopez-Gazpio , M. Maritxalar , A. Gonzalez-Agirre , G. Rigau , L. Uria , E. Agirre

In natural language processing, word-sense disambiguation (WSD) is an open problem concerned with identifying the correct sense of words in a particular context. To address this problem, we introduce a novel knowledge-based WSD system. We…

计算与语言 · 计算机科学 2020-06-23 Sunjae Kwon , Dongsuk Oh , Youngjoong Ko

Product attribute value extraction plays an important role for many real-world applications in e-Commerce such as product search and recommendation. Previous methods treat it as a sequence labeling task that needs more annotation for…

信息检索 · 计算机科学 2023-10-12 Zhongfen Deng , Wei-Te Chen , Lei Chen , Philip S. Yu

Existing research for image text retrieval mainly relies on sentence-level supervision to distinguish matched and mismatched sentences for a query image. However, semantic mismatch between an image and sentences usually happens in finer…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Zhihao Fan , Zhongyu Wei , Zejun Li , Siyuan Wang , Haijun Shan , Xuanjing Huang , Jianqing Fan

Natural Language Understanding has seen an increasing number of publications in the last few years, especially after robust word embeddings models became prominent, when they proved themselves able to capture and represent semantic…

计算与语言 · 计算机科学 2022-12-20 Terry Ruas , William Grosky , Akiko Aizawa

We present our vision for a departure from the established way of architecting and assessing communication networks, by incorporating the semantics of information for communications and control in networked systems. We define semantics of…

The task of Semantic Parsing can be approximated as a transformation of an utterance into a logical form graph where edges represent semantic roles and nodes represent word senses. The resulting representation should be capture the meaning…

计算与语言 · 计算机科学 2020-07-07 Ritwik Bose , Siddharth Vashishtha , James Allen

In recent years, the development of large pretrained language models, such as BERT and GPT, significantly improved information extraction systems on various tasks, including relation classification. State-of-the-art systems are highly…

计算与语言 · 计算机科学 2023-08-07 Lars Klöser , Andre Büsgen , Philipp Kohl , Bodo Kraft , Albert Zündorf

Although we have witnessed impressive progress in Semantic Role Labeling (SRL), most of the research in the area is carried out assuming that the majority of predicates are verbs. Conversely, predicates can also be expressed using other…

计算与语言 · 计算机科学 2023-07-06 Riccardo Orlando , Simone Conia , Roberto Navigli

Semantic communication is widely touted as a key technology for propelling the sixth-generation (6G) wireless networks. However, providing effective semantic representation is quite challenging in practice. To address this issue, this…

信息论 · 计算机科学 2024-06-18 Jinke Ren , Zezhong Zhang , Jie Xu , Guanying Chen , Yaping Sun , Ping Zhang , Shuguang Cui

The lack of labeled data is a common challenge in speech classification tasks, particularly those requiring extensive subjective assessment, such as cognitive state classification. In this work, we propose a Semi-Supervised Learning (SSL)…

音频与语音处理 · 电气工程与系统科学 2025-05-01 Yuanchao Li , Zixing Zhang , Jing Han , Peter Bell , Catherine Lai

We propose a novel paradigm of semi-supervised learning (SSL)--the semi-supervised multiple representation behavior learning (SSMRBL). SSMRBL aims to tackle the difficulty of learning a grammar for natural language parsing where the data…

计算与语言 · 计算机科学 2019-10-22 Ruqian Lu , Shengluan Hou

The rapid rise of online social networks underscores the need to understand the heterogeneous strengths of online relationships. Yet, efforts to assess tie strength (TS) are hindered by the lack of ground-truth labels, differing research…

社会与信息网络 · 计算机科学 2025-06-10 Xueqi Cheng , Catherine Yang , Yuying Zhao , Yu Wang , Hamid Karimi , Tyler Derr

Developing generalizable models that can effectively learn from limited data and with minimal reliance on human supervision is a significant objective within the machine learning community, particularly in the era of deep neural networks.…

计算机视觉与模式识别 · 计算机科学 2023-11-16 Wenxuan Ma , Shuang Li , Lincan Cai , Jingxuan Kang

Accurate sentiment analysis of texts is crucial for a variety of applications, such as understanding customer feedback, monitoring market trends, and detecting public sentiment. However, manually annotating large sentiment corpora for…

计算与语言 · 计算机科学 2025-01-30 Kunrong Li , Xinyu Liu , Zhen Chen

Measuring the similarities between objects in information networks has fundamental importance in recommendation systems, clustering and web search. The existing metrics depend on the meta path or meta structure specified by users. In this…

数据库 · 计算机科学 2018-01-30 Yu Zhou , Jianbin Huang , Heli Sun

Computational measures of semantic similarity between geographic terms provide valuable support across geographic information retrieval, data mining, and information integration. To date, a wide variety of approaches to geo-semantic…

计算与语言 · 计算机科学 2014-01-14 Andrea Ballatore , Michela Bertolotto , David C. Wilson

The rankability of data is a recently proposed problem that considers the ability of a dataset, represented as a graph, to produce a meaningful ranking of the items it contains. To study this concept, a number of rankability measures have…

组合数学 · 数学 2022-03-15 Nathan McJames , David Malone , Oliver Mason