| Literature DB >> 30294808 |
Mirjana Sekicki1, Maria Staudte1.
Abstract
Referential gaze has been shown to benefit language processing in situated communication in terms of shifting visual attention and leading to shorter reaction times on subsequent tasks. The present study simultaneously assessed both visual attention and, importantly, the immediate cognitive load induced at different stages of sentence processing. We aimed to examine the dynamics of combining visual and linguistic information in creating anticipation for a specific object and the effect this has on language processing. We report evidence from three visual-world eye-tracking experiments, showing that referential gaze leads to a shift in visual attention toward the cued object, which consequently lowers the effort required for processing the linguistic reference. Importantly, perceiving and following the gaze cue did not prove costly in terms of cognitive effort, unless the cued object did not fit the verb selectional preferences.Entities:
Keywords: Anticipatory eye movements; Cognitive load; Referential gaze; Situated sentence comprehension; Surprisal; The Index of Cognitive Activity; Verbal restrictions; Visual world paradigm
Mesh:
Year: 2018 PMID: 30294808 PMCID: PMC6585668 DOI: 10.1111/cogs.12682
Source DB: PubMed Journal: Cogn Sci ISSN: 0364-0213
Figure 1Expected distribution of cognitive load among the visual and linguistic cues (assuming that gaze is typically informative). (a) The distribution of cognitive load without the gaze cue. (b) Cognitive load distribution with the gaze cuing the target object.
Figure 2Example timeline illustrating an incongruent gaze cue (Exp. 2). Note that the sentence shown is a literal translation of the German sentence used for the experiment and preserves the exact word order.
Figure 3Exp. 1—Trial timeline example: Referent gaze condition (left) and no‐gaze condition (right).
Figure 4Exp. 1—Proportion of fixations aligned to the gaze cue onset (solid line). The dashed line presents article onset of the object noun phrase. (a) Four linguistic conditions of the no‐gaze condition. (b) Four linguistic conditions of the referent gaze condition.
Exp. 1—Results of the main models fitted for the new inspections analysis for both verb and gaze regions of interest
| (a) | (b) | (c) distractors inspections | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| β |
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| |
| 1. Verb region of interest | ||||||||||||
| Intercept | −1.928 | 0.065 | −29.704 | <2e−16*** | −2.050 | 0.068 | −29.97 | <2e−16*** | −1.446 | 0.074 | −19.567 | <2e−16*** |
| Constraint | −0.458 | 0.104 | −4.406 | 1.05e−05*** | −0.168 | 0.114 | −1.48 | 0.139 | 0.433 | 0.095 | 4.578 | 4.69e−06*** |
Notes: *p < .05, **p < .01, ***p < .001.
1(a) WaterInsp ∼ Constraint + (1 + Constraint ‖ Subject) + (1 + Constraint ‖ Item), family = “binomial.”
1(b) IceInsp ∼ Constraint + (1 + Constraint | Subject) + (1 + Constraint | Item), family = “binomial.”
1(c) DistractInsp ∼ Constraint + (1 + Constraint|Subject) + (1 + Constraint | Item), family = “binomial.”
2(a) WaterInsp ∼ Gaze × Plausibility + (1 + Gaze × Plausibility ‖ Subject) + (1 + Plausibility ‖ Item), family = “binomial.”
2(b) IceInsp ∼ Gaze × Plausibility + (1 + Gaze × Plausibility ‖ Subject) + (1 + Plausibility ‖ Item), family = “binomial.”
Exp. 1—Further comparisons for new inspections (gaze region of interest)
| (a) subset | (b) subset | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| 1. Target inspections | ||||||||
| Intercept | −1.597 | 0.089 | −17.959 | <2e−16*** | −2.032 | 0.092 | −22.135 | <2e−16*** |
| Gaze | 0.648 | 0.178 | 3.641 | 0.0003*** | −0.150 | 0.184 | −0.815 | 0.415 |
| 2. Competitor inspections | ||||||||
| Intercept | −2.788 | 0.175 | −15.957 | <2e−16*** | −1.752 | 0.098 | −17.877 | <2e−16*** |
| Gaze | −0.204 | 0.296 | −0.688 | 0.491 | 0.721 | 0.187 | 3.853 | 0.0001*** |
Notes: ***p < .001.
(a,b) Target ∼ Gaze + (1 + Gaze | Subject) + (1 | Item), family = “binomial”).
(c) Competitor ∼ Gaze + (1 + Gaze ‖ Subject) + (1 | Item), family = “binomial”).
(d) Competitor ∼ Gaze + (1 + Gaze | Subject) + (1 | Item), family = “binomial”).
Figure 5Exp. 1—Mean ICA values at the four time windows of a sentence. Points marked as Adverb (Gaze time window) and Object (Reference time window) are relevant for the analysis (95% CI error bars). (a) No‐gaze condition. (b) Referent gaze condition.
Exp. 1—Results of the main models fitted for the ICA analysis
| (a) Gaze time window | (b) Reference time window | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| Intercept | 2.881 | 0.029 | 98.03 | <2e−16*** | 2.915 | 0.026 | 110.29 | <2e−16*** |
| Gaze | 0.005 | 0.055 | 0.09 | 0.925 | −0.113 | 0.051 | −2.21 | 0.027* |
| Constraint | 0.004 | 0.016 | 0.25 | 0.802 | 0.038 | 0.024 | 1.59 | 0.111 |
| Plausibility | 0.017 | 0.018 | 0.97 | 0.332 | 0.058 | 0.027 | 2.11 | 0.034* |
| Const:Plaus | −0.060 | 0.026 | −2.28 | 0.021* | −0.184 | 0.042 | −4.34 | 1.4e−05*** |
| Half | −0.031 | 0.0134 | −2.31 | 0.016* | −0.052 | 0.022 | −2.39 | 0.017* |
| Half:Gaze | — | — | — | — | −0.027 | 0.043 | −0.61 | 0.539 |
Notes: *p < .05, ***p < .001.
(a) ICA ∼ Const × Plaus + Half + Gaze + (1 + Const + Plaus ‖ Subject) + (1 + Const + Plaus ‖ Item), family = Poisson (link = “log”).
(b) ICA ∼ Const × Plaus + Half × Gaze + (1 + Const × Plaus ‖ Subject) + (1 + Const × Plaus ‖ Item), family = Poisson (link = “log”).
Exp. 1—Further comparisons for the ICA in the subsets of the two verbs
| (a) subset | (b) subset | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| 1. Gaze window | ||||||||
| Intercept | 2.877 | 0.030 | 96.67 | <2e−16*** | 2.880 | 0.0314 | 91.80 | <2e−16*** |
| Plausibility | 0.051 | 0.031 | 1.62 | 0.104 | −0.013 | 0.027 | −0.49 | 0.624 |
| Gaze | −0.003 | 0.055 | −0.05 | 0.957 | 0.012 | 0.060 | 0.20 | 0.842 |
| Half | −0.018 | 0.019 | −0.96 | 0.338 | −0.044 | 0.019 | −2.30 | 0.022* |
| 2. Reference window | ||||||||
| Intercept | 2.897 | 0.030 | 97.03 | <2e−16*** | 2.937 | 0.028 | 103.54 | <2e−16*** |
| Plausibility | 0.152 | 0.035 | 4.37 | 1.23e−05*** | −0.043 | 0.037 | −1.15 | 0.249 |
| Gaze | −0.148 | 0.056 | −2.63 | 0.009** | −0.103 | 0.054 | −1.93 | 0.054 . |
| Half | −0.049 | 0.019 | −2.59 | 0.010** | −0.044 | 0.019 | −2.39 | 0.017* |
Notes: .p < .1,*p < .05, **p < .01, ***p < .001.
(a,b) ICA ∼ Plausibility + Gaze + Half + (1 + Plausibility | Subject) + (1 + Plausibility | Item), family = Poisson (link = “log”).
Figure 6Exp. 2—Trial timeline example: Mismatching condition (left) and fitting condition (right).
Figure 7Exp. 2—Proportion of fixations to presented objects in the four experimental conditions, aligned to the gaze cue onset (solid line). The dashed line marks the onset of the article from the object noun phrase.
Exp. 2—Results of the main models fitted for the new inspections analysis (gaze region of interest)
| (a) | (b) | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| Intercept | −1.617 | 0.098 | −16.581 | <2e−16*** | −2.434 | 0.126 | −19.299 | <2e−16*** |
| Gaze | 0.129 | 0.156 | 0.826 | 0.409 | 0.555 | 0.224 | 2.476 | 0.013* |
| Fit | −0.562 | 0.162 | −3.467 | 0.001*** | 0.678 | 0.218 | 3.107 | 0.002** |
| Gaze:Fit | −0.409 | 0.313 | −1.308 | 0.191 | 1.199 | 0.436 | 2.749 | 0.006** |
| Half | 0.138 | 0.155 | 0.890 | 0.373 | −0.477 | 0.214 | −2.226 | 0.026* |
| Half:Gaze | −0.005 | 0.310 | −0.017 | 0.986 | 0.343 | 0.429 | 0.800 | 0.424 |
Notes: *p < .05, **p < .01, ***p < .001.
(a) WaterInsp ∼ Gaze × Fit + Half × Gaze + (1 + Fit ‖ Subject) + (1 + Fit ‖ Item), family = “binomial.”
(b) SausageInsp ∼ Gaze × Fit + Half × Gaze + (1 + Gaze + Fit ‖ Subject) + (1 + Fit ‖ Item), family = “binomial.”
Exp. 2—Further comparisons for new inspections of sausage
| (a) subset no‐gaze | (b) subset ref. gaze | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| ||||||||
| Intercept | −2.699 | 0.201 | −13.445 | <2e−16*** | −2.186 | 0.168 | −12.993 | <2e−16*** |
| Fit | 0.077 | 0.351 | 0.220 | 0.826 | 1.288 | 0.279 | 4.618 | 3.87e−06*** |
| Half | −0.645 | 0.353 | −1.825 | 0.068 . | −0.312 | 0.254 | −1.227 | 0.22 |
Notes: .p < .1, ***p < .001.
(a) Competitor ∼ Fit + Half (1 + Fit + Half ‖ Subject) + ( 1 + Fit | Item), family = “binomial”).
(b) Competitor ∼ Fit + Half (1 + Fit + Half ‖ Subject) + ( 1 + Fit ‖ Item), family = “binomial”).
Exp. 2—Results of the main models fitted for the ICA analysis
| (a) Gaze time window | (b) Reference time window | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| Intercept | 2.773 | 0.038 | 72.90 | <2e−16*** | 2.782 | 0.036 | 76.32 | <2e−16*** |
| Gaze | 0.062 | 0.034 | 1.86 | 0.063 . | −0.020 | 0.034 | −0.58 | 0.562 |
| Fit | 0.037 | 0.034 | 1.09 | 0.275 | 0.222 | 0.045 | 4.94 | 7.76e−07*** |
| Gaze:Fit | 0.092 | 0.054 | 1.70 | 0.090 . | −0.022 | 0.050 | −0.44 | 0.664 |
| Half | −0.040 | 0.039 | −1.03 | 0.304 | −0.052 | 0.035 | −1.51 | 0.131 |
| Half:Gaze | 0.069 | 0.059 | 1.16 | 0.246 | −0.131 | 0.061 | −2.17 | 0.030* |
Notes: .p < .1,*p < .05, **p < .01, ***p < .001.
(a) ICA ∼ Gaze × Fit + Half × Gaze + (1 + Gaze × Fit + Half × Gaze ‖ Subject) + (1 + Fit | Item), family = Poisson (link = “log”).
(b) ICA ∼ Gaze × Fit + Half × Gaze + (1 + Gaze × Fit + Half × Gaze ‖ Subject) + (1 + Fit | Item), family = Poisson (link = “log”).
Exp. 2—Further comparisons for the ICA in the subsets of the two halves of the experiment for both the gaze time window and the reference time window
| (a) subset 1st half | (b) subset 2nd half | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| 1. Gaze time window | ||||||||
| Intercept | 2.783 | 0.044 | 63.28 | <2e−16*** | 2.751 | 0.047 | 58.76 | <2e−16*** |
| Gaze | 0.020 | 0.048 | 0.43 | 0.6670 | 0.099 | 0.045 | 2.20 | 0.028* |
| Fit | 0.051 | 0.066 | 0.77 | 0.440 | 0.013 | 0.048 | 0.27 | 0.784 |
| Gaze:Fit | 0.180 | 0.084 | 2.13 | 0.033* | −0.008 | 0.090 | −0.09 | 0.929 |
| 2. Reference time window | ||||||||
| Intercept | 2.803 | 0.039 | 71.72 | <2e−16*** | 2.745 | 0.044 | 61.95 | <2e−16*** |
| Gaze | 0.043 | 0.051 | 0.86 | 0.392 | −0.091 | 0.047 | −1.93 | 0.054 . |
| Fit | 0.199 | 0.064 | 3.11 | 0.002** | 0.250 | 0.067 | 3.76 | 0.0002*** |
| Gaze:Fit | −0.059 | 0.092 | −0.64 | 0.520 | −0.026 | 0.073 | −0.35 | 0.726 |
Notes: .p < .1,*p < .05, **p < .01, ***p < .001.
1(a,b) ICA ∼ Gaze × Fit + (1 + Gaze × Fit ‖ Subject) + (1 + Fit | Item), family = Poisson (link = “log”).
2(a,b) ICA ∼ Gaze × Fit + (1 + Gaze × Fit | Subject) + (1 + Fit | Item), family = Poisson (link = “log”).
Figure 8Exp. 2—Mean ICA values in the four time windows of a sentence in the first (above) and the second (below) half of the experiment, and the no‐gaze (left) and referent gaze (right) conditions. Points marked as Adverb (Gaze time window) and Object (Reference time window) are relevant for the analysis (95% CI error bars).
Figure 9Exp. 3—Trial timeline example: Competitor gaze condition (left) and target gaze condition (right).
Figure 10Exp. 3—Proportion of fixations to presented objects in the three conditions: congruent (target), incongruent (competitor) gaze, and no‐gaze. Gaze cue onset is marked with the solid line. The dashed line marks the onset of the article from the object noun phrase.
Exp. 3—Results of the two models fitted for the new inspections analysis (gaze region of interest)
| (a) Target inspections | (b) Competitor inspections | |||||||
|---|---|---|---|---|---|---|---|---|
| Predictor | β |
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| β |
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| Intercept | −1.798 | 0.105 | −17.071 | <2e−16*** | −1.773 | 0.090 | −19.755 | <2e−16*** |
| NTgaze | −0.202 | 0.209 | −0.966 | 0.334 | 0.127 | 0.214 | 0.591 | 0.554 |
| TCgaze | −0.733 | 0.226 | −3.253 | 0.001** | 0.633 | 0.221 | 2.867 | 0.004** |
Notes: **p < .01, ***p < .001. (a) TargetInsp ∼ NTgaze + TCgaze + (1 + NTgaze + TCgaze ‖ Subject) + (1 | Item), family = “binomial.”
(b) CompetitorInsp ∼ NCgaze + TCgaze + (1 + NCgaze + TCgaze ‖ Subject) + (1 | Item), family = “binomial.”
Figure 11Exp. 3—mean ICA values in the four time windows of a sentence in no‐gaze, congruent (target), and incongruent (competitor) gaze conditions. Points marked as Adverb (Gaze time window) and Object (Reference time window) are relevant for the analysis (95% CI error bars).
Exp. 3—Results of the two models fitted for the ICA analysis. Note that the variable Gaze denotes different comparisons in the two models. In the gaze window, we compare the existence of the gaze cue: no‐gaze versus ref. gaze condition. In the reference window, the two conditions that behaved similarly are collapsed: congruent gaze versus no‐gaze & incongruent gaze
| Predictor | (a) Gaze time window | (b) Reference time window | ||||||
|---|---|---|---|---|---|---|---|---|
| β |
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| β |
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| Intercept | 2.758 | 0.035 | 77.92 | <2e−16*** | 2.723 | 0.042 | 64.27 | <2e−16*** |
| Gaze | 0.016 | 0.049 | 0.33 | 0.745 | 0.154 | 0.056 | 2.74 | 0.006** |
| Half | −0.063 | 0.034 | −1.82 | 0.069 . | −0.082 | 0.035 | −2.36 | 0.018* |
| Half:Gaze | −0.111 | 0.087 | −1.28 | 0.201 | −0.026 | 0.093 | −0.28 | 0.778 |
Notes: .p < .1, *p < .05, **p < .01, ***p < .001.
(a) ICA ∼ Half × Gaze + (1 + Half × Gaze | Subject) + (1 | Item), family = Poisson (link = “log”).
(b) ICA ∼ Half × Gaze + (1 + Half × Gaze | Subject) + (1 | Item), family = Poisson (link = “log”).
Summary of the main cognitive load results
| Gaze window | Reference window | ||
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| n.s. | no gaze > congruent gaze | |
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| gaze × fit | n.s. |
| vs. | vs. |
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| no gaze > congruent gaze | no gaze > congruent gaze |
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| n.s. |
no gaze > congruent gaze | |