The time-course of prediction in incremental sentence processing: Evidence from anticipatory eye movements Yuki Kamide et al. Predictability and Anticipation – Information Theory meets Visual World 22/05/2015 – Saskia Reifers Topic of Paper ● Three eye-tracking experiments ● ● 'visual-world' paradigm Support for an incremental processor ● Thematic dependencies ● ● Can they be evaluated in advanced of linguistic input? Contextual information and combinatory information can be applied as soon as appropriate lexical sources are encountered Topic of Paper General Research Question ● Do constraints that a verb places on its potential objects come into effect as soon as the verb is encountered? or ● Is the application of such constraints delayed until the object is encountered? → investigation of predictive processing Topic of Paper Predictive Processing ● Monitor eye movements towards objects before they are referred to in the linguistic input Visual World Paradigm ● Visual scene and auditory presentation of the linguistic stimulus → anticipatory eye movements Topic of Paper Former Research ● Altmann and Kamide (1999) ● Anticipation of upcoming material on the basis of selectional restrictions ● Semantic requirements of a noun to be used as argument for a verb drink – object needs to be drinkable, liquid ● Experiments with a verb in simple subject-verb-object sentence were made → present paper builds on these experiments Experiment 1 3-place verbs The woman will spread the butter on the bread Experiment 1 3-place verbs The woman will slide the butter to the man Experiment 1 Experimental Material ● Two sentential conditions Inanimate Goal The woman will spread the butter on the bread. Animate Goal The woman will slide the butter to the man. Experiment 1 Research Questions 1. Research Question: ● Can information associated with a 3-place verb be used to anticipate properties of the second post-verbal argument prior to its onset? ● Anticipation at the verb or during the first post-verbal argument? Experiment 1 Research Questions 2. Research Question: ● Are anticipatory eye movements restricted to moments in time when the linguistic input does not explicitly refer to any object in the visual scene? ● reflect only what is referred to in the here-and-now ● relect only what might be referred to next when there is nothing being referred to in the here-and now Experiment 1 Method Subjects Procedure ● 64 subjects ● Presented a visual scene ● Native speakers of English ● Listening to sentences ● Students from the University of York Stimuli ● 18 experimental pictures each paired with two sentential conditions ● ● Five objects: Agent, Theme, Inanimate Goal, Animate Goal, Distractor 24 filler items, fixed-random order, two lists Experiment 1 Results ● Two Regions of interest ● Appropriate object ● ● ● Bread for the Inanimate condition Man for the Animate condition Inappropriate object ● ● Bread for the Animate condition Man for the Inanimate condition Experiment 1 Results Percentage of trials for each region of interest with looks to the appropriate target, the inappropriate target, and the Agent Experiment 1 Results ● Asymmetry in anticipatory looks during the butter ● Looks to the man ● ● ● Slide condition: 24,3% Spread condition: 16,8% Looks to the bread ● ● Slide condition: 24,3% Spread condition: 27,4% Explanation: Bread could be a Theme Experiment 1 Discussion ● More anticipatory eye movements towards the appropriate Goal object than towards the inappropriate Goal object ● During the post-verbal referring expression Problematic ● ● The woman will slide the man the butter. Anticipatory eye movements can be obtained during reference to some other object in the scene Experiment 1 Open Questions ● Are the observed effects driven by lexical information associated with the verb alone? or ● Are such effects due to the combination of distinct sources of information? Example ● The woman will spread the butter on the bread. ● The woman will spread the plaster on the wall. → Experiment 2 Experiment 2 Example The man will ride the motorbike. Experiment 2 Example The girl will ride the carousel. Experiment 2 Research Questions 1. Research Question: ● Can information about the Agent be combined with the selectional restrictions of the verb to predict the Theme? Combinatory information ● semantics of the Agent in combination with the verb's selectional restrictions over its post-verbal arguments Experiment 2 Experimental Material Sentential Conditions ● The man will ride the motorbike. ● The girl will ride the carousel. → Combinatory information should guide anticipatory eye movements BUT ● Could be driven by low-level associations between the Agent and the Theme Object ● The cat will eat the mouse. Experiment 2 Experimental Material Additional Sentential Conditions ● The man will taste the beer. ● The girl will taste the sweets. ● Independence of anticipatory eye movements ● ● Observation of same movements in the additional sentential conditions Looks to motorbike during the man should be the same in both conditions ● The man will ride the motorbike. ● The man will taste the beer. Experiment 2 Method Subjects Procedure ● 64 subjects ● Presented a visual scene ● Native speakers of English ● Listening to sentences ● Students from the University of York Stimuli ● 24 scenes each paired with four sentential conditions ● Fixed-random order ● 24 unrelated filler items Experiment 2 Hypothesis ● Observation of looks towards the motorbike at the verb ● by the combination of lexical information associated with both the verb and its preceding subject Combinatory Effects ● Compare looks towards the motorbike after Only verb-based information ● The man will ride → ● ● The girl will ride ● No difference Compare looks towards the motorbike after ● The man will ride Only Agent-based information → ● The man will taste ● No difference Experiment 2 Hypothesis Observation of looks towards the motorbike at the verb ● ● by the combination of lexical information associated with both the verb and its preceding subject Agent Effects ● Compare looks towards the motorbike after ● ● The man will taste The girl will taste → Agent-only effect ● more looks to the motorbike in the first condition Experiment 2 Hypothesis Observation of looks towards the motorbike at the verb ● ● by the combination of lexical information associated with both the verb and its preceding subject Verb Effects ● Compare looks towards the motorbike after ● ● The girl will ride The girl will taste → selectional restrictions associated with the verb ● More looks to the motorbike in the first condition Experiment 2 Results ● Two regions of interest Experiment 2 Results Percentage of trials for each region of interest with looks to the motorbike in each of the four different sentential conditions Experiment 2 Results Combinatory Effects ● More looks towards the motorbike (both regions) ● ● in the The man will ride condition than in the The girl will ride condition in the The man will ride condition than in the The man will taste condition Agent Effects ● No difference between the two conditions in both regions Verb Effects ● No difference between the two conditions in first region ● Second region: More looks towards the motorbike in the The girl will ride condition than in the The girl will taste condition Experiment 2 Discussion ● Combinatory looks were found at the verb (region 1) ● No selectional restrictions by the verb alone responsible ● No association between Agent and Theme responsible BUT ● Region 2: effect of the verb's selectional restrictions ● More looks at The girl will ride than The girl will taste condition Verb effect? → Contrast effect ● Late look towards contrasting objects in the visual scene ● To confirm selection of Theme Experiment 2 Open Questions ● Can a verb's argument only be predicted at or after the verb? ● Predictive processes shown so far seem to be verb-specific ● Is the category 'verb' important or the strength of the constraints that accompany lexical items of that type? ● Are the observed movements due to the syntactic combination of the verb with its subject? or ● Are the observed movements due to the combination of semantic information independently of any syntactic processing? Experiment 3 Motivation Japanese language ● All arguments of the verb appear prior to the verb ● Each argument is case-marked (post-nominal particle) → if verbs are the driving force behind predictive processing, there should not be any opportunity in Japanese constructions for predictive processing of forthcoming arguments Experiment 3 Example weitoresu-ga kyaku-ni tanosigeni hanbaagaa-o waitress-nom customer-dat merrily hakobu. hamburger-acc bring. The waitress will merrily bring the hamburger to the customer. Experiment 3 Example weitoresu-ga kyaku-o tanosigeni karakau. waitress-nom customer-acc merrily tease. The waitress will merrily tease the customer. Experiment 3 Research Questions 1. Research Question: ● Will the processor anticipate that the third argument will refer to the one object in the scene that could plausibly be referred to? ● after the dative condition (NP1-nom NP2-dat) NP-acc is obligatory (only very few exceptions) ● For the accusative condition two alternative ways are possible ● ● No further arguments (monotransitive construction) 3-NP construction, scene contains no plausible object that could be referred to as Goal Experiment 3 Experimental Material Sentential Conditions Animate noun as second argument ● Waitress-nom customer-dat merrily hamburger-acc bring. ● Waitress-nom customer-acc merrily tease. Inanimate noun as second argument ● man-nom wall-dat carefully poster-acc hung. ● man-nom wall-acc carefully wipe. Foil sentences ● NP1-nom NP2-acc adverb NP3-dat verb Experiment 3 Method Subjects Procedure ● 22 subjects ● Presented a visual scene ● Native speakers of Japanese ● Listening to sentences ● Students from the University of York Stimuli ● 16 sets of experimental items (8 animate, 8 inanimate) ● 16 foil sentences, 16 filler items ● Fixed-random order, two subject groups, two lists Experiment 3 Results ● One regions of interest Experiment 3 Results Percentage of trials for each region of interest with looks to the hamburger in each of the two different sentential conditions Experiment 3 Discussion ● Anticipatory eye movements towards the potential referent of NP3 ● Looks to the most plausible object in scene ● After encountering the sequence 'NP1 NP2' → predictive processing possible without grammatical head ● Syntactic information was used ● Case marking General Discussion ● Experiments support approach for an incremental processor ● Verb-based information anticipates post-verbal arguments ● Not only the following argument (e.g. Goal) ● Combinatory information anticipates a subsequent argument (e.g. agent + verb → theme) ● Head-final constructions anticipate further arguments in the absence of their head General Discussion ● Two kinds of anticipation 'prediction' – a projection 'forward in time' ● Processor predicts a post-verbal argument / linguistic input ● ● Grammatical information + semantic information Projected structure is evaluated against visual / mental context General Discussion ● Two kinds of anticipation 'integration' – current evidence ● ● Not language-specific Thematic organization of objects in the visual context ● ● Subset of objects will take part in the event being described visually Find roles for those objects during linguistic input General Discussion ● Two kinds of anticipation 'prediction' – a projection 'forward in time' 'integration' – current evidence The man will ride … ● Does the linguistic structure trigger a predictive process? ● Syntactic reference or ● Does the visual context suggest a plausible argument? 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