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READING PROBLEMS AMONG ENGLISH LANGUAGE LEARNERS AS A SECOND LANGUAGE ...
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READING PROBLEMS AMONG ENGLISH LANGUAGE LEARNERS AS A SECOND LANGUAGE ...
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ASTERYX : A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations
In: CIKM '21: The 30th ACM International Conference on Information and Knowledge Management ; https://hal.archives-ouvertes.fr/hal-03614106 ; CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Nov 2021, Virtual Event Queensland Australia, Australia. pp.120-129, ⟨10.1145/3459637.3482321⟩ ; https://www.cikm2021.org/ (2021)
Abstract: International audience ; The ever increasing complexity of machine learning techniques used more and more in practice, gives rise to the need to explain the predictions and decisions of these models, often used as black-boxes. Explainable AI approaches are either numerical feature-based aiming to quantify the contribution of each feature in a prediction or symbolic providing certain forms of symbolic explanations such as counterfactuals. This paper proposes a generic agnostic approach named ASTERYX allowing to generate both symbolic explanations and score-based ones. Our approach is declarative and it is based on the encoding of the model to be explained in an equivalent symbolic representation, this latter serves to generate in particular two types of symbolic explanations which are sufficient reasons and counterfactuals. We then associate scores reflecting the relevance of the explanations and the features w.r.t to some properties. Our experimental results show the feasibility of the proposed approach and its effectiveness in providing symbolic and score-based explanations.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO]Computer Science [cs]; Model-Agnostic; Satisfiability testing; Score-based explanation; Symbolic explanations; XAI
URL: https://doi.org/10.1145/3459637.3482321
https://hal.archives-ouvertes.fr/hal-03614106
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4
Exploring Vocabulary Knowledge and Home Language Experiences on Aspects of Young Children’s Oral Explanatory Discourse Skills
Pogossian, Anahit. - : eScholarship, University of California, 2021
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5
On Explaining Sound Change ...
Müller, Robin. - : Humboldt-Universität zu Berlin, 2021
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ИНТЕГРАТИВНЫЙ МЕТОД ПОЛИЯЗЫЧНОЙ СЕМАНТИЗАЦИИ ФРАЗЕОЛОГИИ ... : AN INTEGRATIVE METHOD FOR MULTILINGUAL SEMANTIZATION OF PHRASEOLOGY ...
Абишева К.М.; Жумашева Г.К.; Нургазина А.Б.. - : Norwegian Journal of Development of the International Science, 2021
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On Explaining Sound Change
Müller, Robin. - : Humboldt-Universität zu Berlin, 2021
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8
Authoring and Publishing Interactive Articles
Conlen, Matthew. - 2021
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9
How the Cultural Context Shapes Children’s Causal Reasoning About Biological Illnesses
Lesage, Kirsten A. - : eScholarship, University of California, 2020
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10
Measuring Characteristics of Explanations with Element Maps
In: Education Sciences ; Volume 10 ; Issue 2 (2020)
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11
Measuring Characteristics of Explanations with Element Maps
Wagner, Steffen; Kok, Karel; Priemer, Burkhard. - : Humboldt-Universität zu Berlin, 2020
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Measuring Characteristics of Explanations with Element Maps
Wagner, Steffen; Kok, Karel; Priemer, Burkhard. - : Humboldt-Universität zu Berlin, 2020
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13
ŠUSS archive of questions and answers about the Slovenian language (1998-2010)
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14
The mediation and organisation of gestures in vocabulary instructions: a microgenetic analysis of interactions in a beginning-level adult ESOL classroom
Khabbazbashi, Nahal; Tai, Kevin W.H.. - : Taylor & Francis, 2019
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Vocabulary explanations in beginning-level adult ESOL classroom interactions: a conversation analysis perspective
Khabbazbashi, Nahal; Tai, Kevin W.H.. - : Linguistics and Education, Elsevier, 2019
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16
Towards an effective use of language to explain light in the museum
Afonso, AS; Rodrigues, F; Afonso, S. - : Wiley, 2019
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17
El papel del lenguaje en la construcción de explicaciones en la clase de ciencias en contextos bilingües a través del enfoque CLIL
In: Colombian Applied Linguistics Journal, Vol 21, Iss 1, Pp 105-122 (2019) (2019)
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18
Erklärung physikalischer Phänomene mit Modellen ...
Wagner, Steffen. - : Humboldt-Universität zu Berlin, 2018
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19
Lexical database of Slovene PR terminology TERMIS
Logar, Nataša; Verčič, Dejan. - : Faculty of Social Sciences, University of Ljubljana, 2018
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Erklärung physikalischer Phänomene mit Modellen
Wagner, Steffen. - : Humboldt-Universität zu Berlin, 2018
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