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Language Models are Weak Learners
A central notion in practical and theoretical machine learning is that of a $\textit{weak learner}$, classifiers that achieve better-than-random performance (on any given distribution over data), even by a small margin. Such weak learners form the practical basis for canonical machine learning methods such as boosting.
Hariharan Manikandan +2 more
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In "Backprop as functor", the authors show that the fundamental elements of deep learning -- gradient descent and backpropagation -- can be conceptualized as a strong monoidal functor Para(Euc)$\to$Learn from the category of parameterized Euclidean spaces to that of learners, a category developed explicitly to capture parameter update and ...
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The Synthesis of Language Learners
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Ganesh R. Baliga +2 more
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LEARNERS TYPOLOGY: LANGUAGE ACQUIRERS VS LANGUAGE LEARNERS
Krashen’s Monitor Model has been arousing considerable debates for many years and learningacquisition distinction described by the author has become the subject of criticism from both researchers and teachers. But the controversy which is revealed in the Monitor Model and in the follow up literature is not resolved yet.
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Language Learner Strategies, an edited volume born from a series of meetings at the International Association of Applied Linguistics Congress in the early 2000s, provides a comprehensive overview into the past, present, and proposed future of the field of language learner strategies (LLS). Principally written for language or education researchers, this
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Basics of Language for Language Learners [PDF]
Second edition ; Tools and Strategies for Language Learning -- Sounding Like a Native Speaker -- Thinking Like a Native Speaker -- Acting Like a Native Speaker ; Item not openly available.
Culicover, Peter W. +1 more
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Synthesizing noise-tolerant language learners [PDF]
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
John Case +2 more
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Learners' Strategies in Language Learning
AbstractThe challenge to improve the students’ performance and the effectiveness of professional training has been significant in many countries; while the Bologna reform in the European educational system provides an answer, each European country has its own opinion and experience about it. This is particularly relevant with Romanian students studying
Ungureanu, Cristina +1 more
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Language Learners’ Acculturation Attitudes
يتطلب تعلم اللغة معرفة كل من الكفاءة اللغوية والكفاءة الثقافية. ومع ذلك، يتطلب التطوير الأمثل للكفاءة اللغوية والكفاءة الثقافية مستوى عالٍ من موقف التثاقف تجاه ثقافة اللغة المستهدفة. ولهذه الغاية، استكشفت الدراسة الحالية مواقف التثاقف لدى 70 طالبًا جامعيًا إيرانيًا للغة الإنجليزية كلغة أجنبية، بعد إقامة أكاديمية لمدة فصل دراسي واحد في الولايات المتحدة.
Vahid Rafieyan +4 more
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