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Pengantar Linguistik Korpus: Perpaduan Pendekatan Kualitatif dan Kuantitatif ...
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R Markdown Notebook and data for "Contrasting the semantics of Indonesian - kan and - i verb pairs: A usage-based, constructional approach" ...
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Pengantar Linguistik Korpus: Perpaduan Pendekatan Kualitatif dan Kuantitatif ...
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Towards Programming in Natural Language: Learning New Functions from Spoken Utterances
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In: International journal of semantic computing, 14 (2), 249–272 ; ISSN: 1793-351X, 1793-7108 (2020)
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Abstract:
Systems with conversational interfaces are rather popular nowadays. However, their full potential is not yet exploited. For the time being, users are restricted to calling predefined functions. Soon, users will expect to customize systems to their needs and create own functions using nothing but spoken instructions. Thus, future systems must understand how laypersons teach new functionality to intelligent systems. The understanding of natural language teaching sequences is a first step toward comprehensive end-user programming in natural language. We propose to analyze the semantics of spoken teaching sequences with a hierarchical classification approach. First, we classify whether an utterance constitutes an effort to teach a new function or not. Afterward, a second classifier locates the distinct semantic parts of teaching efforts: declaration of a new function, specification of intermediate steps, and superfluous information. For both tasks we implement a broad range of machine learning techniques: classical approaches, such as Naïve Bayes, and neural network configurations of various types and architectures, such as bidirectional LSTMs. Additionally, we introduce two heuristic-based adaptations that are tailored to the task of understanding teaching sequences. As data basis we use 3168 descriptions gathered in a user study. For the first task convolutional neural networks obtain the best results (accuracy: 96.6%); bidirectional LSTMs excel in the second (accuracy: 98.8%). The adaptations improve the first-level classification considerably (plus 2.2% points).
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Keyword:
artificial intelligence; computational linguistics; conversational interfaces; DATA processing & computer science; ddc:004; end-user programming; info:eu-repo/classification/ddc/004; intelligent systems; machine learning; natural language processing; natural language understanding; naturalistic programming; neural networks; Programming in natural language; spoken language understanding
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URL: https://publikationen.bibliothek.kit.edu/1000124405 https://doi.org/10.5445/IR/1000124405/post https://publikationen.bibliothek.kit.edu/1000124405/130160664
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On a fragment of BASIC code in Foucault’s Pendulum by Umberto Eco
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Andrea Valle. - : Aracne, 2020. : country:ITA, 2020. : place:Roma, 2020
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AN EYE TRACKING REPLICATION STUDY OF A RANDOMIZED CONTROLLED TRIAL ON THE EFFECTS OF EMBEDDED COMPUTER LANGUAGE SWITCHING
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In: Computer Science and Engineering: Theses, Dissertations, and Student Research (2020)
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A Semantic Characterization for ASP Base Revision
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In: ISSN: 1076-9757 ; Journal of Artificial Intelligence Research ; https://hal-amu.archives-ouvertes.fr/hal-02392942 ; Journal of Artificial Intelligence Research, Association for the Advancement of Artificial Intelligence, 2019, 66, pp.989 - 1029 (2019)
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Illicium A modular transpilation toolchain from Pharo to C
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In: IWST19 — International Workshop on Smalltalk Technologies ; https://hal.archives-ouvertes.fr/hal-02297860 ; IWST19 — International Workshop on Smalltalk Technologies, Aug 2019, Köln, Germany (2019)
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BiLex: A computational approach to the effects of age of acquisition and language exposure on bilingual lexical access
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Combinations of Reusable Abstract Domains for a Multilingual Static Analyzer
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In: Verified Software. Theories, Tools, and Experiments ; VSTTE 2019 : 11th Working Conference on Verified Software: Theories, Tools, and Experiments ; https://hal.sorbonne-universite.fr/hal-02890500 ; VSTTE 2019 : 11th Working Conference on Verified Software: Theories, Tools, and Experiments, Jul 2019, New York, United States. pp.1-18, ⟨10.1007/978-3-030-41600-3_1⟩ ; https://sri-csl.github.io/VSTTE19/ (2019)
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Creation and Analysis of the Yugoslav Rock Song Lyrics Corpus from 1967 to 2003 ; Креирање и анализа корпуса текстова jугословенских рок песама од 1967-2003.
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In: ISSN: 1450-9687 ; EISSN: 2217-9461 ; INFOtheca : Journal of Information and Library Science ; https://hal.archives-ouvertes.fr/hal-03091121 ; INFOtheca : Journal of Information and Library Science, Serbian Academic Library Association, 2019, 19 (1), pp.5-29. ⟨10.18485/infotheca.2019.19.1.1⟩ (2019)
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Challenges in Debugging Bootstraps of Reflective Kernels
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In: IWST19 - International workshop on Smalltalk Technologies ; https://hal.archives-ouvertes.fr/hal-02297710 ; IWST19 - International workshop on Smalltalk Technologies, Aug 2019, Cologne, Germany (2019)
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Towards easy program migration using language virtualization
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In: IWST19 - International Workshop on Smalltalk Technologies ; https://hal.archives-ouvertes.fr/hal-02297756 ; IWST19 - International Workshop on Smalltalk Technologies, Aug 2019, Cologne, Germany (2019)
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Static Analysis for BSPlib Programs ; Analyse statique des programmes BSPlib
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In: https://tel.archives-ouvertes.fr/tel-02920363 ; Distributed, Parallel, and Cluster Computing [cs.DC]. Université d'Orléans, 2019. English. ⟨NNT : 2019ORLE2005⟩ (2019)
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Computing with relations, functions, and bindings ; Calculer avec des relations, des fonctions et des lieurs
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In: https://hal.archives-ouvertes.fr/tel-02414237 ; Logic in Computer Science [cs.LO]. Institut Polytechnique de Paris, 2019. English. ⟨NNT : 2019IPPAX005⟩ (2019)
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Designing Language-Agnostic Code Transformation Engines ; Construction de moteurs de transformation de code automatique agnostiques du langage
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In: https://tel.archives-ouvertes.fr/tel-03356307 ; Programming Languages [cs.PL]. Université de Lille, 2019. English (2019)
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A Randomized Controlled Trial on the Impact of Polyglot Programming in a Database Context
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Uesbeck, Phillip Merlin; Stefik, Andreas. - : Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, 2019. : OASIcs - OpenAccess Series in Informatics. 9th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2018), 2019
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The Role of Non-monotonic Reasoning in Future Development of Artificial Intelligence (Dagstuhl Perspectives Workshop 19072)
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Observing the Uptake of a Language Change Making Strings Immutable
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Maarek, Manuel. - : Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, 2019. : OASIcs - OpenAccess Series in Informatics. 9th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2018), 2019
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