Auditory Perceptual Simulation: Effects on Language Processing and Comprehension Peiyun Zhou University of Illinois Urbana-Champaign Beckman Institute for advanced Science and Technology LING 575 Topics in Computational Linguistics Feb 9th, 2017 1 22222222222 2 Harry Potter says: “Give it here, Malfoy, or I’ll kick you off your broom!” 3 “Give it here, Malfoy, or I’ll kick you off your broom!” 4 Auditory Perceptual Simulation Auditory Perceptual Simulation (APS) refers to the phenomenon when readers mentally simulate characteristics of either the voices of the characters depicted in texts or the voices of other speakers (including their own) while they read silently. (Hubbard, 2010; Stites, Luke, & Christianson, 2013; Yao & Scheepers, 2011; Zhou & Christianson, 2016a; 2016b) 5 Background 6 Background Eye movements of readers are modulated by the speech rate ascribed to direct quotations during silent reading (Kosslyn & Matt, 1977; Stites, Luke, & Christianson, 2012; Yao & Scheepers, 2011) e.g. John walked into the room and said quickly, “I found my car keys” Faster reading speed e.g. John walked into the room and said slowly, “I found my car keys” Slower reading speed 7 Auditory Perceptual Simulation (APS) Paradigm (Zhou & Christianson 2016a) “xiaofu” + “The bird ate the worm was small.” The bird ate the worm. The bird was small. (Y/N) 8 Background • • Readers’ can perceptually simulate different speakers’s voices during silent reading (native vs. non-native) APS affected reading comprehension a. “The bird that ate the worm was small.” (SRC-plausible) b. “The worm that the bird ate was small.” (ORC-plausible) c. “The worm that ate the bird was small.” (SRC-implausible) d. “The bird that the worm ate was small.” (ORC-implausible) (Zhou & Christianson 2016a; 2016b) 9 Background • Imagine a faster native speech led to faster online silent reading speed compared to imagine a slower non-native speech • Compared to normal silent reading, APS of either native or non-native speech • • • Increase online reading speed Generate better comprehension (e.g. 20% increase in accuracy) Deepen sentence processing 10 (Zhou & Christianson 2016a; 2016b) Event-RelatedPotentials(ERPs) 11 N400 Effects - Negative + Postive 13 N400 Effects - Negative + Postive 14 P600 Effects - + 15 Research questions 1. How similar is perceptual simulation to listening? 2. How does perceptual simulation affect readers’ processing of grammatical errors in sentences? 3. Does it depend on whether the simulated voice is a native or a non-native speaker? Hanulíková et al 2012) 16 Native Speech (Edward,1977 Non-Native Speech Gass & Varonis, 1984; Lippi-Green,1997; Vornik et al, 2003) 17 “Elephants climb trees.” (Lev-Ari & Keysar, 2010) 18 “Elephants climb trees.” (Lev-Ari & Keysar, 2010) 19 Hanulíková et al 2012 20 Study Design Two ERP experiments 1. E1 examines no APS during silent reading 2. E2 explores APS of native and non-native speech during silent reading 21 Prediction APS = “Listening”: APS of native speech should elicit P600 when reading grammatical errors, but APS of non-native speech should not (Hanulíková et al 2012; van Goch, & Weber, 2012; Zhou & Christianson, 2016). 22 E1 Materials Grammaticality • • Error types Correct • Subject Verb Disagreement Incorrect • Pronoun Case Mismatch 1.a The carpenters chat when they sand the wood. (Grammatically correct) 1.b The carpenters chats when they sand the wood. (Subject verb Disagreement) 1.c The carpenters chat when them sand the wood. (Pronoun case mismatch) 23 Motivation 1. Pronoun case mismatch is more salient than subject-verb disagreement. 2. Native Chinese speakers often make subject-verb agreement errors; there is no agreement of any kind in Chinese. Coulson, King, and Kutas (1998) 24 E1 Paradigm + Presentation rate: The 350ms/ word 50ms/blank screen Carpenters 500ms/ fixation cross 1000ms/ end of the sentence ……… Paraphrase (Yes/No) 25 No APS Pronoun No APS Verb —Ungrammatical —Gramatical 26 E1 Summary • Both types of errors generate P600 effects • Pronouns > Verbs 27 Experiment 2 Grammaticality • Correct vs. Incorrect Error types • Subject verb disagreement vs. Pronoun mismatch Speech • Native English speech vs. Non-native speech 28 E2 APS paradigm Familiarize readers with two voices —One faster native English speaker —One slower non-native English speaker (with Chinese accent) Native speaker’s speech rate (2 min.50 s) was faster than non-natives (4 min.15 s.) Readers heard each speaker’s voice (~500 word text) while viewing their photos --Once before reading, once in middle of experiment. 29 E2 Procedure SOA= 400ms/ word “xiaofu” + “The …….. Paraphrase (Yes/No) 30 Native Speaker 31 Non-Native Speaker 32 One Speaker’s Photo 33 Sentence “The carpenters chat when they sand the wood.” 34 Paraphrase Verification The bird ate the worm. The worm was small. (Yes / No) 35 Social Attractiveness Survey • An example Accent of the native English speaker (1=no foreign accent at all, 7=very strong foreign accent) 1 2 3 4 5 6 7 • We ensured that participants perceived the differences in speech rate and accent between the two speakers --Native speaker rated as faster 6.8 vs. 1.2 (on 7-point Likert scale) --Non-native speaker rated as having stronger accent 6.7 vs. 1.1 36 Native APS Pronoun No APS Pronoun —Ungrammatical —Gramatical 37 No APS Verb Native APS Verb —Ungrammatical —Gramatical 38 (uv) Grammaticality effects in No-APS and Native APS 39 (uv) Grammaticality effects in No-APS and Native APS 40 No APS vs. Native APS Summary Native APS does not make the grammaticality effects bigger. How about the Non-native APS? 41 Non-Native APS Pronoun Native APS Pronoun Native APS —Ungrammatical —Gramatical 42 Non-Native APS - - -Ungrammatical - - -Gramatical Native APS Verb Native APS —Ungrammatical —Gramatical Non-native APS Verb 43 Non-Native APS - - -Ungrammatical - - -Gramatical (uv) Grammaticality effects between no-APS, native APS, and non-native APS 45 (uv) Grammaticality effects between no-APS, native APS, and non-native APS 46 Hanulíková et al Non-native APS Verb 47 Non-Native APS - - -Ungrammatical - - -Gramatical Summary • APS ≈ listening • See additional evidence from fMRI (Yao, Berlin, & Scheepers, 2011) 48 Thank you! Thank you! UIUCEdPsychPsycholinguisticsLab UIUCLanguageandBrianLab Dr.JosephToscano KeqiWei KatharineTyndall ShaolingyunGuo YoungJaeLee Dr.KielChristianson Dr.SusanGarnsey 50 Individual Differences E1 E2 225 words/min 267 words/min NDRT Comprehension 77.9% 81.5% Auditory Imagery 71/98 72/98 NDRT Reading Speed
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