Emerging Technologies from Memory Palaces to Spacing Algorithms: Approaches to Second-Language Vocabulary Learning
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A Queueing-Theoretic Foundation for Optimal Spaced Repetition
A Queueing-Theoretic Foundation for Optimal Spaced Repetition Siddharth Reddy [email protected] Department of Computer Science, Cornell University, Ithaca, NY 14850 Igor Labutov [email protected] Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14850 Siddhartha Banerjee [email protected] School of Operations Research and Information Engineering, Cornell University, Ithaca, NY 14850 Thorsten Joachims [email protected] Department of Computer Science, Cornell University, Ithaca, NY 14850 1. Extended Abstract way back to 1885 and the pioneering work of Ebbinghaus (Ebbinghaus, 1913), identify two critical variables that de- In the study of human learning, there is broad evidence that termine the probability of recalling an item: reinforcement, our ability to retain a piece of information improves with i.e., repeated exposure to the item, and delay, i.e., time repeated exposure, and that it decays with delay since the since the item was last reviewed. Accordingly, scientists last exposure. This plays a crucial role in the design of ed- have long been proponents of the spacing effect for learn- ucational software, leading to a trade-off between teaching ing: the phenomenon in which periodic, spaced review of new material and reviewing what has already been taught. content improves long-term retention. A common way to balance this trade-off is spaced repe- tition, which uses periodic review of content to improve A significant development in recent years has been a grow- long-term retention. Though spaced repetition is widely ing body of work that attempts to ‘engineer’ the process used in practice, e.g., in electronic flashcard software, there of human learning, creating tools that enhance the learning is little formal understanding of the design of these sys- process by building on the scientific understanding of hu- tems. -
Variational Deep Knowledge Tracing for Language Learning
Variational Deep Knowledge Tracing for Language Learning Sherry Ruan Wei Wei James A. Landay [email protected] [email protected] [email protected] Stanford University Google Stanford University Stanford, California, United States Sunnyvale, California, United States Stanford, California, United States ABSTRACT You are✔ buying shoes Deep Knowledge Tracing (DKT), which traces a student’s knowl- edge change using deep recurrent neural networks, is widely adopted in student cognitive modeling. Current DKT models only predict You are✘ young Yes you are✘ going a student’s performance based on the observed learning history. However, a student’s learning processes often contain latent events not directly observable in the learning history, such as partial under- You are✔ You are✔ You are✔ You are✔ standing, making slips, and guessing answers. Current DKT models not going not real eating cheese welcome fail to model this kind of stochasticity in the learning process. To address this issue, we propose Variational Deep Knowledge Tracing (VDKT), a latent variable DKT model that incorporates stochasticity Linking verb Tense ✔/✘ Right/Wrong Attempt into DKT through latent variables. We show that VDKT outper- forms both a sequence-to-sequence DKT baseline and previous Figure 1: A probabilistic knowledge tracing system tracks SoTA methods on MAE, F1, and AUC by evaluating our approach the distribution of two concepts concerning the word are: on two Duolingo language learning datasets. We also draw various understanding it as a linking verb and understanding it in interpretable analyses from VDKT and offer insights into students’ the present progressive tense. 3 and 7 represent whether stochastic behaviors in language learning. -
The Spaced Interval Repetition Technique
The Spaced Interval Repetition Technique What is it? The Spaced Interval Repetition (SIR) technique is a memorization technique largely developed in the 1960’s and is a phenomenal way of learning information very efficiently that almost nobody knows about. It is based on the landmark research in memory conducted by famous psychologist, Hermann Ebbinghaus in the late 19th century. Ebbinghaus discovered that when we learn new information, we actually forget it very quickly (within a matter of minutes and hours) and the more time that passes, the more likely we are to forget it (unless it is presented to us again). This is why “cramming” for the test does not allow you to learn/remember everything for the test (and why you don’t remember any of it a week later). SIR software, notably first developed by Piotr A. Woźniak is available to help you learn information like a superhero and even retain it for the rest of your life. The SIR technique can be applied to any kind of learning, but arguably works best when learning discrete pieces of information like dates, definitions, vocabulary, formulas, etc. Why does it work? Memory is a fickle creature. For most people, to really learn something, we need to rehearse it several times; this is how information gets from short‐term memory to long‐ term memory. Research tells us that the best time to rehearse something (like those formulas for your statistics class) is right before you are about to forget it. Obviously, it is very difficult for us to know when we are about to forget an important piece of information. -
Learning Efficiency Correlates of Using Supermemo with Specially Crafted Flashcards in Medical Scholarship
Learning efficiency correlates of using SuperMemo with specially crafted Flashcards in medical scholarship. Authors: Jacopo Michettoni, Alexis Pujo, Daniel Nadolny, Raj Thimmiah. Abstract Computer-assisted learning has been growing in popularity in higher education and in the research literature. A subset of these novel approaches to learning claim that predictive algorithms called Spaced Repetition can significantly improve retention rates of studied knowledge while minimizing the time investment required for learning. SuperMemo is a brand of commercial software and the editor of the SuperMemo spaced repetition algorithm. Medical scholarship is well known for requiring students to acquire large amounts of information in a short span of time. Anatomy, in particular, relies heavily on rote memorization. Using the SuperMemo web platform1 we are creating a non-randomized trial, inviting medical students completing an anatomy course to take part. Usage of SuperMemo as well as a performance test will be measured and compared with a concurrent control group who will not be provided with the SuperMemo Software. Hypotheses A) Increased average grade for memorization-intensive examinations If spaced repetition positively affects average retrievability and stability of memory over the term of one to four months, then consistent2 users should obtain better grades than their peers on memorization-intensive examination material. B) Grades increase with consistency There is a negative relationship between variability of daily usage of SRS and grades. 1 https://www.supermemo.com/ 2 Defined in Criteria for inclusion: SuperMemo group. C) Increased stability of memory in the long-term If spaced repetition positively affects knowledge stability, consistent users should have more durable recall even after reviews of learned material have ceased. -
Vocabulary Coverage and Lexical Characterisitics in L2 Spanish Textbooks
AAUSC 2018 Volume—Issues in Language Program Direction Understanding Vocabulary Learning and Teaching: Implications for Language Program Development Johanna Watzinger-Tharp University of Utah Kate Paesani University of Minnesota Series Editors Peter Ecke University of Arizona Susanne Rott University of Illinois at Chicago Editors Australia • Brazil • Mexico • Singapore • United Kingdom • United States 06686_fm_ptg01_i-xviii.indd 1 10/3/18 1:52 PM AAUSC 2018 Volume: © 2020, 2019 Cengage Learning, Inc. Understanding Vocabulary Learning and Teaching: Implications for Language Unless otherwise noted, all content is © Cengage Program Development ALL RIGHTS RESERVED. No part of this work covered by Peter Ecke, Susanne Rott, the copyright herein may be reproduced or distributed Johanna Watzinger-Tharp in any form or by any means, except as permitted by and Kate Paesani U.S. copyright law, without the prior written permission of the copyright owner. Sr. Product Team Manager: Heather Bradley Cole For product information and technology assistance, Product Assistant: Catherine contact us at Cengage Customer & Sales Support, Bradley 1-800-354-9706 or support.cengage.com. Marketing Manager: Sean Ketchem For permission to use material from this text or product, submit all requests online at Production Service: Lumina www.cengage.com/permissions. Datamatics, Inc. Senior Designer: Sarah Cole Library of Congress Control Number: 2018953450 Manufacturing Planner: Fola Orekoya Student Edition: ISBN: 978-0-357-10668-6 Cengage 20 Channel Center Street Boston, MA 02210 USA Cengage is a leading provider of customized learning solutions with employees residing in nearly 40 different countries and sales in more than 125 countries around the world. Find your local representative at www.cengage.com Cengage products are represented in Canada by Nelson Education, Ltd. -
Osmosis Study Guide
How to Study in Medical School How to Study in Medical School Written by: Rishi Desai, MD, MPH • Brooke Miller, PhD • Shiv Gaglani, MBA • Ryan Haynes, PhD Edited by: Andrea Day, MA • Fergus Baird, MA • Diana Stanley, MBA • Tanner Marshall, MS Special Thanks to: Henry L. Roediger III, PhD • Robert A. Bjork, PhD • Matthew Lineberry, PhD About Osmosis Created by medical students at Johns Hopkins and the former Khan Academy Medicine team, Os- mosis helps more than 250,000 current and future clinicians better retain and apply knowledge via a web- and mobile platform that takes advantage of cutting-edge cognitive techniques. © Osmosis, 2017 Much of the work you see us do is licensed under a Creative Commons license. We strongly be- lieve educational materials should be made freely available to everyone and be as accessible as possible. We also want to thank the people who support us financially, so we’ve made this exclu- sive book for you as a token of our thanks. This book unlike much of our work, is not under an open license and we reserve all our copyright rights on it. We ask that you not share this book liberally with your friends and colleagues. Any proceeds we generate from this book will be spent on creat- ing more open content for everyone to use. Thank you for your continued support! You can also support us by: • Telling your classmates and friends about us • Donating to us on Patreon (www.patreon.com/osmosis) or YouTube (www.youtube.com/osmosis) • Subscribing to our educational platform (www.osmosis.org) 2 Contents Problem 1: Rapid Forgetting Solution: Spaced Repetition and 1 Interleaved Practice Problem 2: Passive Studying Solution: Testing Effect and 2 "Memory Palace" Problem 3: Past Behaviors Solution: Fogg Behavior Model and 3 Growth Mindset 3 Introduction Students don’t get into medical school by accident. -
Celebrating 40 Years of TLT Feature Article My Share
The Language Teacher http://jalt-publications.org/tlt Celebrating 40 years of TLT Feature Article My Share An Edited Version of the First Eight Classroom ideas from Gary Henscheid, 3 13 1,000-Word Frequency Bands of Nick Caine, Douglas Perkins and Adam the Japanese-English Version of the Pearson, and Richard Buckley Vocabulary Size Test Stuart McLean, Tomoko Ishii, Tim Stoeckel, Phil Bennett, and Yuko JALT Praxis Matsumoto TLT Wired 18 Young Learners Readers’ Forum 20 Book Reviews Brain-Friendly Learning Tips for 22 9 Teaching Assistance Long-Term Retention and Recall 26 The Writers’ Workshop Jeff Mehring and Regan Thomson 28 Dear TLT 30 SIG Focus: School Owners’ SIG 33 Old Grammarians 35 The Japan Association for Language Teaching Volume 40, Number 4 • July / August 2016 ISSN 0289-7938 • ¥1,900 • TLT uses recycled paper EASY-ENGLISH ADVENTURES WITH 8 DIFFERENT ENDINGS 2015 ELTon Nomination for Best Learner Resource 2015 Language Learner Literature Award Winner 2015 Language Learner Literature Award Finalist 2016 Language Learner Literature Award Finalist “Entertaining and educational” -LLL Awards Judge AWARD-WINNING GAMEBOOK SERIES・MADE IN JAPAN・IDEAL FOR EXTENSIVE READING ALSO SELF-STUDY・TIMED READING・LITERATURE CIRCLES・DISCUSSION TASKS・MORE! BUT DON’T JUST TAKE OUR WORD FOR IT. READ ONE NOW, FREE, ONLINE: Scan the QR code and Try it in class! There’s no catch! be reading in seconds Well, okay... it’s a limited time offer - but when it ends, all you need to do is join our newsletter, and you’ll still get access to a free online book! Newsletter: http://eepurl.com/P8z45 http://goo.gl/z8GUhS Print available from englishbooks.jp. -
The Indirect Spaced Repetition Concept Louis Lafleur Ritsumeikan University
Vocabulary Learning and Instruction Volume 9, Issue 2, August 2020 http://vli-journal.org The Indirect Spaced Repetition Concept Louis Lafleur Ritsumeikan University Abstract The main goal of this research is to systemize, build, and test prototype software to demonstrate Indirect Spaced Repetition (ISR) as a viable concept for Second Language Vocabulary Acquisition (SLVA). ISR is designed around well-founded spaced repetition and SLVA principles. Most importantly, it is based on Nation’s (2001) recommendation to consider all three tiers of word knowledge (meaning, form, and func- tion/use) and subsequent 18 aspects of word knowledge for a more bal- anced approach in teaching and learning vocabulary. ISR prototype software was achieved in the conceptual phase of the research. The re- sulting prototype flashcard software was given an in-depth trial for a period of 2 weeks by seven university students. Participants were given a post-project survey to evaluate ISR software (ISRS) under four cat- egories: enjoyment, usefulness, usability, and general consideration. Post-test survey findings showed above-average satisfaction and consid- eration to use such software in the future. However, these findings also revealed that some areas could be further improved, such as addressing some hardware/software issues (e.g., IT infrastructure problematics and lag) and integrating gamification elements (e.g., performance feedback/ reports). Keywords: Vocabulary learning, (Indirect) Spaced Repetition, (Spaced) Interleaving, 18 aspects of word knowledge, Computer Assisted Language Learning (CALL) 1 Background Spaced Repetition is often mistaken as a new concept as the term is often asso- ciated with recently published study software and applications. In many cases, these programs fail to give credit to the founders of the spaced repetition system (SRS). -
Integrating a Computer-Based Flashcard Program Into Academic Vocabulary Learning Cennet Altiner Iowa State University
Iowa State University Capstones, Theses and Graduate Theses and Dissertations Dissertations 2011 Integrating a computer-based flashcard program into academic vocabulary learning Cennet Altiner Iowa State University Follow this and additional works at: https://lib.dr.iastate.edu/etd Part of the Curriculum and Instruction Commons Recommended Citation Altiner, Cennet, "Integrating a computer-based flashcard program into academic vocabulary learning" (2011). Graduate Theses and Dissertations. 10160. https://lib.dr.iastate.edu/etd/10160 This Thesis is brought to you for free and open access by the Iowa State University Capstones, Theses and Dissertations at Iowa State University Digital Repository. It has been accepted for inclusion in Graduate Theses and Dissertations by an authorized administrator of Iowa State University Digital Repository. For more information, please contact [email protected]. Integrating a computer-based flashcard program into academic vocabulary learning by Cennet Altiner A thesis submitted to the graduate faculty in partial fulfillment of the requirements for the degree of MASTER OF SCIENCE Major: Education (Curriculum and Instructional Technology) Program of Study Committee: Ann Thompson, Major Professor Denise Schmidt Barbara Schwarte Iowa State University Ames, Iowa 2011 Copyright © Cennet Altiner, 2011. All rights reserved. ii TABLE OF CONTENTS LIST OF TABLES iv ABSTRACT v CHAPTER 1. INTRODUCTION 1 Introduction 1 Research Questions 3 Organization of the Study 4 CHAPTER 2. LITERATURE REVIEW 5 Target Vocabulary for ESL Students 5 Incidental Vocabulary Learning vs. Intentional Vocabulary Learning 7 The Role of Noticing in Vocabulary Learning 9 The Role of Repetition for Vocabulary Learning 10 Spaced Repetition 12 The role of Retrieval Process in Vocabulary Learning 14 Learning from Word Cards as a Vocabulary Learning Strategy 15 Computer-based Flashcard Programs 17 Summary 19 CHAPTER 3. -
COPYRIGHTED MATERIAL Hack 1: Remember to Remember
HaleEvans c01.indd V4 - 07/21/2011 Page 1 CHAPTER 1 Memory In classical Greece, Mnemosyne — usually translated as “Memory” — was considered to be the mother of History, Music, Astronomy, and all the other Muses. Memory is fundamental to learning and knowledge, so we’ve placed our chapter of memory-enhancement techniques fi rst. They include how to build memory on previously memorized environments (Hack 2, “Build a Memory Dungeon”), how to use technology to remember most effi ciently (Hack 4, “Space Your Repetitions”), and how to draw old memories that you thought you had lost back to the surface (Hack 5, “Recall Long-Ago Events”). Boosting your memory will help you both gather new information and track where you’ve been in your life, bringing your past with you into the future. Our goal is to help you hold onto all the intangible treasures your academic pursuits and life experience bring you. COPYRIGHTED MATERIAL Hack 1: Remember to Remember Ever use a fancy mnemonic only to forget that you memorized anything at all? Prospective memory is remembering to do something in the future. Learn to cue your prospective memory in ways that go far beyond a string around your fi nger. The traditional method to remind yourself that you need to remember some- thing (and a staple of clip art collections) is a string tied around your fi nger, but 1 cc01.indd01.indd 1 88/9/2011/9/2011 66:26:53:26:53 PPMM HaleEvans c01.indd V4 - 08/05/2011 Page 2 2 Chapter 1 n Memory there are many ways you can improve your prospective memory – or remember- ing to remember. -
An Investigation Into the Use of the Smartphone Application 'Memrise'
An Investigation into The Use of The Smartphone Application 'Memrise' in Supporting English Vocabulary Learning among Undergraduate Students in Saudi Arabia Abdulmajeed Almansour A thesis submitted in partial fulfilment of the requirements of Liverpool John Moores University for the degree of Doctor of Philosophy March 2019 Declaration I hereby certify that this submission is my own work and contains no material which has been accepted for the award of any other degree or diploma of the University or other institute of higher learning. ii Acknowledgments All praises and thanks are due to Allah the most gracious and most merciful, who abundantly offered me health, strength, patience and knowledge to complete this exciting PhD journey. My greatest gratitude and thanks go to my Director of Studies Dr Amanda Mason, who I have been privileged to be supervised by. Many thanks for her patience, constructive comments, guidance and invaluable suggestions throughout all the stages of my PhD journey. I would like also thank my second supervisor, Ms Brigitte Hordern for her invaluable advice and comments. Also, I am honoured and grateful to have Dr James Turner as my third supervisor who helped me a lot with his academic and technological comments. To my loving parents, I would like to thank my late father Abdullah for his support, who died during my PhD journey, too unfortunate he cannot see me graduate (May Allah have mercy on his soul). My sincere gratitude and love to my mother Sarah who have always been there to support and encourage me in my journey in every way possible. -
Universidad Mayor De San Andres Facultad De Humanidades Y Ciencias De La Educación Carrera De Lingüística E Idiomas
UNIVERSIDAD MAYOR DE SAN ANDRES FACULTAD DE HUMANIDADES Y CIENCIAS DE LA EDUCACIÓN CARRERA DE LINGÜÍSTICA E IDIOMAS COMPARING THE EFFECTIVENESS BETWEEN PAPER FLASHCARDS VERSUS FLASHCARDS SOFTWARE TO IMPROVE RECEPTIVE AND PRODUCTIVE KNOWLEDGE OF ENGLISH VOCABULARY Tesis de grado presentada para la obtención del Grado de Licenciatura POR: GUIDO ALVARO LOPEZ MAMANI TUTORA: M.Sc. LEIDY IBAÑEZ RODRIGUEZ LA PAZ – BOLIVIA 2020 I UNIVERSIDAD MAYOR DE SAN ANDRÉS FACULTAD DE HUMANIDADES Y CIENCIAS DE LA EDUCACIÓN CARRERA DE LINGÜÍSTICA E IDIOMAS Tesis de grado: COMPARING THE EFFECTIVENESS BETWEEN PAPER FLASHCARDS VERSUS FLASHCARD SOFTWARE TO IMPROVE RECEPTIVE AND PRODUCTIVE KNOWLEDGE OF ENGLISH VOCABULARY Presentada por: Guido Alvaro Lopez Mamani Para optar el grado académico de Licenciado en Lingüística e Idiomas Nota numeral: ...................................................................................................................... Nota literal: .......................................................................................................................... Ha sido.................................................................................................................................. Directora a.i. de carrera: ………………………………………………. Lic. Maria Virginia Ferrufino Loza Tutora: ………………………………………………. M.Sc. Leidy Ibañez Rodriguez Tribunal: ………………………………………………. Mg.Sc. Maria Eugenia Sejas Ralde Tribunal: ………………………………………………. Mg.Sc. David Aduviri Delgado La Paz 12 de noviembre de 2020 II DEDICATORY I dedicate this work to people