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Contextual Semantic Interpretability
[article]
2020
arXiv
pre-print
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We test our contextual semantic interpretable bottleneck (CSIB) on the task of landscape scenicness estimation and train the semantic interpretable bottleneck using an auxiliary database (SUN Attributes ...
We use a two-layer semantic bottleneck that gathers attributes into interpretable, sparse groups, allowing them contribute differently to the final output depending on the context. ...
Contextual Semantically Interpretable Bottleneck (CSIB) Our proposed approach is illustrated in Fig. 2 and relies on two steps. ...
arXiv:2009.08720v1
fatcat:45xkop4okza3tjeo3m74yvn3da
Going Deeper with Semantics: Video Activity Interpretation using Semantic Contextualization
[article]
2018
arXiv
pre-print
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To this end, we propose an energy minimization framework that leverages large-scale commonsense knowledge bases, such as ConceptNet, to provide contextual cues to establish semantic relationships among ...
A deeper understanding of video activities extends beyond recognition of underlying concepts such as actions and objects: constructing deep semantic representations requires reasoning about the semantic ...
We also use these relations to link concepts detected in videos via contextual cues to form semantically coherent interpretations. ...
arXiv:1708.03725v3
fatcat:3mpls5ub6jh2peib7iclbsyyci
Achieving incremental semantic interpretation through contextual representation
1999
Cognition
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The results suggest a language processing system in which semantic interpretation, as well as syntactic processing, is conducted incrementally, with early integration of contextual information. ...
While much work has been done investigating the role of context in the incremental processing of syntactic indeterminacies, relatively little is known about online semantic interpretation. ...
However, because of the contextual parameters involved in semantic interpretation, it may only be possible to fully identify the referent of a noun phrase prior to the head when there is sufficient contextual ...
doi:10.1016/s0010-0277(99)00025-6
pmid:10444906
fatcat:kxzpwqj4sbhfldhajuvkos4lg4
Contextual Identification of Windows Malware through Semantic Interpretation of API Call Sequence
2020
Applied Sciences
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The proper interpretation of the malware API call sequence plays a crucial role in identifying its malicious intent. ...
We relied on the word embedding to realize the contextual association that may occur between API functions in malware sequences. ...
According to Equation (9) , the behavior confidence factor will be 423 469 = 0.92, which is interpreted as the sequence is malicious with a confidence factor of 92%. ...
doi:10.3390/app10217673
fatcat:r2furpwo6vdm3g6ne553kyivta
Context as Assumptions
[chapter]
2013
Epistemology, Context, and Formalism
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Contextuals What is commonly taken as the semantic value of a contextual cannot be fixed without resorting to contextual factors. 'Pure', automatic indexicals: I, yeah ...
Indexicals The semantic content of indexicals depends on the deictic center: speaker, location of speaker, body alignment of speaker, time of utterance, place of utterance. ...
Terminology Philosophical Positions 1 Contextualism I: semantic content of indexicals and contextuals is a function from context to intension 2 Contextualism II: semantic content of indexicals and contextuals ...
doi:10.1007/978-3-319-02943-6_2
fatcat:s5kyyjwbi5gh7n4mdtpxsqrmbq
Three Semantics for Distributed Systems and Their Relations with Alignment Composition
[chapter]
2006
Lecture Notes in Computer Science
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We give three different semantics of a distributed system, that do not interfere with the semantics of ontologies. ...
We show that only the first two variants, which differ from other proposed semantics, can offer a sound composition operation. ...
The contextualized semantics has a different purpose: it interprets semantic relations from one ontology's point of view. ...
doi:10.1007/11926078_2
fatcat:lvconb75xrdsvj3compk2uyiym
Analysing revisions in online writing
2019
Hermes - Journal of Language and Communication Studies
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It is argued that contextual and pre-contextual revisions should not be conceptualised as dichotomous entities, but as open categories on a continuum of semantically meaningful context, on the basis of ...
In order to be able to interpret the effect of online revisions on the text by means of keystroke logging, it is proposed that revisions be analysed with a point of departure in the semantic content involved ...
Accordingly, contextual and interpretable revisions are defined as revisions which are made in a semantically meaningful context. ...
doi:10.7146/hjlcb.v59i1.116981
fatcat:v6widjzngvehbfqiyulf2eepwy
Networked Ontologies with Contextual Alignments
2019
Computing and informatics
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This formalism allows dealing with contextual representation and reasoning where ontologies and alignments by pairs of ontologies are developed in different and incompatible context. ...
In this paper, some aspects of multi-level networked knowledge are recalled, detailing its semantics and discussing the comparison of the two semantics, DL-approach and ...
In the literature, one may find three basic semantic languages for the interpretation of Network of Aligned Ontologies: Non-Contextual and Centralized Semantics; Contextual and Distributed Semantics; and ...
doi:10.31577/cai_2019_1_115
fatcat:ylr67bujavfhhgaq6yueadrlt4
Towards Web Usability: Providing Web Contents According to the Readers Contexts
[chapter]
2009
Lecture Notes in Computer Science
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We explicitly describe the contexts of Web authors and readers with a solution that relies on the notion of semantic object, which includes a tree-structured set of context attributes. ...
This context is represented as a finite set of contextual attributes. In addition, contextual attributes themselves are represented as semantic objects, which may also have contextual attributes. ...
metadata, so that the former become machine interpretable. ...
doi:10.1007/978-3-642-02247-0_54
fatcat:tsoperfdkzey5kdy554k4xfama
A plea for radical contextualism
2015
Synthese
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In this paper I argue that a modulation-based contextualist semantics is untenable with respect to non-ambiguous expressions whose invariant meaning fails to determine a unique literal interpretation, ...
The nonuniqueness of the literal interpretation and the vagueness in the literal/non-literal divide doubly challenge a modulation-based semantics, for modulation is supposed to operate on a unique literal ...
This work was presented at the Third International Conference on Philosophy of Language and Linguistics (University of Lodz) and the Investigating Semantics: Empirical and Philosophical Approaches Conference ...
doi:10.1007/s11229-015-0982-z
fatcat:tyr5e2yrfzbejgxdtzy2pwqt6i
Page 425 of Computational Linguistics Vol. 21, Issue 3
[page]
1995
Computational Linguistics
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The overall goal is to propose an interpretation procedure that combines lex- ical, morpho-syntactic, and contextual information in a text, what the authors call Differential Semantics because the process ...
The same interpretative process, relating semantic features across constituents and across sentence boundaries, applies to larger and larger parts of the text. ...
Handling Context in a Semantic-Based Access Control Framework
2009
2009 International Conference on Advanced Information Networking and Applications Workshops
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The proposed ontology classifies the context of a semantic web environment and represents the elements of contextual information and their relationship in an abstract level. ...
In this paper, we present a semantic-based context-aware access control framework to be applied in semantic web, considered as a multi-domain environment. ...
The sensed pieces of contextual information are stored in the CI. Then if any information is asked from PDP, the Context Interpreter interprets and returns it. ...
doi:10.1109/waina.2009.87
dblp:conf/aina/EhsanAJ09
fatcat:embbmkejffckbchejnqnhbdpii
The Role Of Contextual Ontologies In Enterprise Modeling
2010
Zenodo
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Contextual ontologies are "an explicit specification of contextual conceptualization". ...
Ontologies, as shared common understanding, gain increasing attention, as they appear as the most promising solution to enable information sharing both at a semantic level and in a machine-processable ...
Semantics of contextual concept terms The semantics of the contextual part of the language is given by a contextual interpretation defined in a context j over S. ...
doi:10.5281/zenodo.1057475
fatcat:fhztkzurbvcjrc5p2tkw3igu4i
On the Structure of Indefinite Possessives
2015
Semantics and Linguistic Theory
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The account proposed for the unavailability of contextual interpretations (and more generally discourse-specific interpretations) crucially relies on the partitive semantics of indefinite possessives: ...
Under either approach, the availability of the contextual interpretation for possessive partitives like some of John's dogs in (7b) follows from their partitive semantics: partitive DPs are restricted ...
In the analysis proposed the unavailability of contextual interpretations for indefinite possessives in English is a reflex of their inherently non-(discourse-)specific semantics. ...
doi:10.3765/salt.v10i0.2726
fatcat:zjoojcw3frbqfa2c3x3vad6pqu
On the Structure of Indefinite Possessives
2000
Semantics and Linguistic Theory
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(1998); Zamparelli (1998)).The unavailability of contextual interpretations for indefinite possessives is accounted for in Storto ([to appear]) in terms of the discourse semantics of these DPs: indefinite ...
In particular, indefinite possessives do not license contextual interpretations, which are instead available for the corresponding definite possessives and possessive partitives. ...
The account proposed for the unavailability of contextual interpretations (and more generally discourse-specific interpretations) crucially relies on the partitive semantics of indefinite possessives: ...
doi:10.3765/salt.v10i0.3111
fatcat:cnqcilrqsvhwbjkqvki2qtnbqu
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