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Word embeddings typically represent different meanings of a word in a single conflated vector. Empirical analysis of embeddings of ambiguous words is currently limited by the small size of manually annotated resources and by the fact that…

计算与语言 · 计算机科学 2019-06-11 Yadollah Yaghoobzadeh , Katharina Kann , Timothy J. Hazen , Eneko Agirre , Hinrich Schütze

The paper presents a longitudinal analysis of the evolution of new physics keywords co-occurrence patterns. For that, we explore the documents indexed in the INSPIRE database from 1989 to 2018. Our purpose is to quantify the knowledge…

数字图书馆 · 计算机科学 2021-12-30 Yurij L. Katchanov , Yulia V. Markova

Conceptual entanglement is a crucial phenomenon in quantum cognition because it implies that classical probabilities cannot model non--compositional conceptual phenomena. While several psychological experiments have been developed to test…

计算与语言 · 计算机科学 2019-09-24 Tomas Veloz , Xiazhao Zhao , Diederik Aerts

Commonsense knowledge is paramount to enable intelligent systems. Typically, it is characterized as being implicit and ambiguous, hindering thereby the automation of its acquisition. To address these challenges, this paper presents…

人工智能 · 计算机科学 2018-09-28 Ikhlas Alhussien , Erik Cambria , Zhang NengSheng

Using the previously developed concepts of semantic spacetime, I explore the interpretation of knowledge representations, and their structure, as a semantic system, within the framework of promise theory. By assigning interpretations to…

人工智能 · 计算机科学 2017-08-02 Mark Burgess

Attributes of words and relations between two words are central to numerous tasks in Artificial Intelligence such as knowledge representation, similarity measurement, and analogy detection. Often when two words share one or more attributes…

计算与语言 · 计算机科学 2014-12-09 Danushka Bollegala , Takanori Maehara , Yuichi Yoshida , Ken-ichi Kawarabayashi

Perceptual learning enables humans to recognize and represent stimuli invariant to various transformations and build a consistent representation of the self and physical world. Such representations preserve the invariant physical relations…

神经与进化计算 · 计算机科学 2020-07-02 Du Xiaorui , Yavuzhan Erdem , Immanuel Schweizer , Cristian Axenie

Word embeddings are widely used in Natural Language Processing, mainly due to their success in capturing semantic information from massive corpora. However, their creation process does not allow the different meanings of a word to be…

计算与语言 · 计算机科学 2017-06-22 Massimiliano Mancini , Jose Camacho-Collados , Ignacio Iacobacci , Roberto Navigli

Concept-based explainability methods provide insight into deep learning systems by constructing explanations using human-understandable concepts. While the literature on human reasoning demonstrates that we exploit relationships between…

机器学习 · 计算机科学 2024-05-29 Naveen Raman , Mateo Espinosa Zarlenga , Mateja Jamnik

The availability of advanced social interaction sensing technologies provides fine grained data for social network analysis. Although traditional methods of gathering social network data may be subject to human ability to recall social…

社会与信息网络 · 计算机科学 2013-08-07 Rahman Oloritun , Alex , Pentland , Inas Khayal

In formal epistemology, group knowledge is often modelled as the knowledge that the group would have, if the agents shared all their individual knowledge. However, this interpretation does not account for relations between agents. In this…

计算机科学中的逻辑 · 计算机科学 2024-03-28 Christian Cachin , David Lehnherr , Thomas Studer

Commonsense reasoning simulates the human ability to make presumptions about our physical world, and it is an indispensable cornerstone in building general AI systems. We propose a new commonsense reasoning dataset based on human's…

人工智能 · 计算机科学 2020-10-21 Mo Yu , Xiaoxiao Guo , Yufei Feng , Xiaodan Zhu , Michael Greenspan , Murray Campbell

The senses of a word exhibit rich internal structure. In a typical lexicon, this structure is overlooked: a word's senses are encoded as a list without inter-sense relations. We present ChainNet, a lexical resource which for the first time…

计算与语言 · 计算机科学 2024-04-01 Rowan Hall Maudslay , Simone Teufel , Francis Bond , James Pustejovsky

A stream of conscious experience is extremely contextual; it is impacted by sensory stimuli, drives and emotions, and the web of associations that link, directly or indirectly, the subject of experience to other elements of the individual's…

神经元与认知 · 定量生物学 2013-10-30 Diederik Aerts , Jan Broekaert , Liane Gabora

One major deficiency of most semantic representation techniques is that they usually model a word type as a single point in the semantic space, hence conflating all the meanings that the word can have. Addressing this issue by learning…

计算与语言 · 计算机科学 2016-08-08 Mohammad Taher Pilehvar , Nigel Collier

In this paper I conceptualise a novel approach for capturing coincidences between events that have not necessarily an observed causal relationship. Building on the Transcendental Information Cascades approach I outline a tensor theory of…

物理与社会 · 物理学 2019-11-19 Markus Luczak-Roesch

Concepts play a central role in many applications. This includes settings where concepts have to be modelled in the absence of sentence context. Previous work has therefore focused on distilling decontextualised concept embeddings from…

计算与语言 · 计算机科学 2023-10-24 Amit Gajbhiye , Zied Bouraoui , Na Li , Usashi Chatterjee , Luis Espinosa Anke , Steven Schockaert

The temporal relations that hold between events described by successive utterances are often left implicit or underspecified. We address the role of two phenomena with respect to the recovery of these relations: (1) the referential…

cmp-lg · 计算机科学 2008-02-03 Andrew Kehler

We tackle the novel class discovery problem, aiming to discover novel classes in unlabeled data based on labeled data from seen classes. The main challenge is to transfer knowledge contained in the seen classes to unseen ones. Previous…

计算机视觉与模式识别 · 计算机科学 2022-11-09 Chuyu Zhang , Chuanyang Hu , Ruijie Xu , Zhitong Gao , Qian He , Xuming He

Word Sense Disambiguation (WSD) is the task of associating a word in a given context with its most suitable meaning among a set of possible candidates. While the task has recently witnessed renewed interest, with systems achieving…

计算与语言 · 计算机科学 2024-12-13 Andrei Stefan Bejgu , Edoardo Barba , Luigi Procopio , Alberte Fernández-Castro , Roberto Navigli