scholarly journals Statistical properties of the speed-accuracy trade-off (SAT) paradigm in sentence processing

2021 ◽  
Author(s):  
Elizabeth Pankratz ◽  
Himanshu Yadav ◽  
Garrett Smith ◽  
Shravan Vasishth
Keyword(s):  
Sentence Processing ◽  
Direct Access ◽  
Limited Data ◽  
Long Distance ◽  
Test Parameter ◽  
Trade Off ◽  
Parameter Recovery ◽  
Correct Representation ◽  
Speed Accuracy ◽  
Access Model

Studies of the speed-accuracy trade-off (SAT) have been influential in arguing for the direct-access model of retrieval in sentence processing. The direct-access model assumes that long-distance dependencies rely on a content-addressable search for the correct representation in memory. Here, we address two important weaknesses in the statistical methods standardly used for analysing SAT data. First, these methods are based on non-hierarchical modelling. We show how a hierarchical model can be fit to SAT data, and we test parameter recovery in this more conservative model. The parameters most relevant to the direct-access account cannot be accurately estimated, and we attribute this to the standard SAT model being overparameterised for the limited data available to fit it. Second, the power properties of SAT studies are unknown. We conduct a power analysis and show that inferences from null results to the null hypothesis, though commonplace in the SAT literature, may be unwarranted.

scholarly journals Similarity-based interference in sentence comprehension in aphasia: A computational evaluation of two models of cue-based retrieval

2021 ◽  
Author(s):  
Paula Lissón ◽  
Dario Paape ◽  
Dorothea Pregla ◽  
Nicole Stadie ◽  
Frank Burchert ◽  
...  
Keyword(s):  
Sentence Processing ◽  
Large Scale ◽  
Relative Clauses ◽  
Sentence Comprehension ◽  
Direct Access ◽  
Matching Task ◽  
Pronoun Resolution ◽  
Computational Evaluation ◽  
Memory Representations ◽  
Access Model

Sentence comprehension requires the listener to link incoming words with short-term memory representations in order to build linguistic dependencies. The cue-based retrieval theory of sentence processing predicts that the retrieval of these memory representations is affected by similarity-based interference. We present the first large-scale computational evaluation of interference effects in two models of sentence processing – the activation-based model, and a modification of the direct-access model – in individuals with aphasia (IWA) and control participants in German. The parameters of the models are linked to prominent theories of processing deficits in aphasia, and the models are tested against two linguistic constructions in German: Pronoun resolution and relative clauses. The data come from a visual-world eye-tracking experiment combined with a sentence-picture matching task. The results show that both control participants and IWA are susceptible to retrieval interference, and that a combination of theoretical explanations (intermittent deficiencies, slow syntax, and resource reduction) can explain IWA’s deficits in sentence processing. Model comparisons reveal that both models have a similar predictive performance in pronoun resolution, but the activation-based model outperforms the direct-access model in relative clauses.

scholarly journals A computational evaluation of two models of retrieval processes in sentence processing in aphasia

2020 ◽  
Author(s):  
Paula Lissón ◽  
Dorothea Pregla ◽  
Bruno Nicenboim ◽  
Dario Paape ◽  
Mick L. van het Nederend ◽  
...  
Keyword(s):  
Language Processing ◽  
Sentence Processing ◽  
Sentence Comprehension ◽  
Model Comparison ◽  
Predictive Performance ◽  
Direct Access ◽  
Computational Evaluation ◽  
Retrieval Processes ◽  
Using Data ◽  
Access Model

Can sentence comprehension impairments in aphasia be explained by difficulties arising from dependency completion processes in parsing? Two distinct models of dependencycompletion difficulty are investigated, the Lewis and Vasishth (2005) activation-based model, and the direct-access model (McElree, 2000). These models’ predictive performance is compared using data from individuals with aphasia (IWAs) and control participants. The data are from a self-paced listening task involving subject and object relative clauses. The relative predictive performance of the models is evaluated using k-fold cross validation. For both IWAs and controls, the activation model furnishes a somewhat better quantitativefit to the data than the direct-access model. Model comparison using Bayes factors shows that, assuming an activation-based model, intermittent deficiencies may be the best explanation for the cause of impairments in IWAs. This is the first computational evaluation of different models of dependency completion using data from impaired andunimpaired individuals. This evaluation develops a systematic approach that can be used to quantitatively compare the predictions of competing models of language processing.

Dual Goals for Speed and Accuracy on the Same Performance Task

2012 ◽  
Vol 11 (3) ◽  
pp. 118-126 ◽  
Author(s):  
Olive Emil Wetter ◽  
Jürgen Wegge ◽  
Klaus Jonas ◽  
Klaus-Helmut Schmidt
Keyword(s):  
Memory Scanning ◽  
Performance Task ◽  
Performance Tasks ◽  
Trade Off ◽  
Test Experiment ◽  
Trade Offs ◽  
New Finding ◽  
Sternberg Paradigm ◽  
Speed Accuracy ◽  
Speed And Accuracy

In most work contexts, several performance goals coexist, and conflicts between them and trade-offs can occur. Our paper is the first to contrast a dual goal for speed and accuracy with a single goal for speed on the same task. The Sternberg paradigm (Experiment 1, n = 57) and the d2 test (Experiment 2, n = 19) were used as performance tasks. Speed measures and errors revealed in both experiments that dual as well as single goals increase performance by enhancing memory scanning. However, the single speed goal triggered a speed-accuracy trade-off, favoring speed over accuracy, whereas this was not the case with the dual goal. In difficult trials, dual goals slowed down scanning processes again so that errors could be prevented. This new finding is particularly relevant for security domains, where both aspects have to be managed simultaneously.

scholarly journals Constructal model of fitts’s law to predict speed–accuracy trade-off

2017 ◽  
Vol 12 (1) ◽  
pp. 44-54
Author(s):  
Satish Boregowda ◽  
Rod Handy ◽  
Darrah Sleeth ◽  
Andrew Merryweather
Keyword(s):  
Trade Off ◽  
Speed Accuracy

scholarly journals Fifty years later: a neurodynamic explanation of Fitts' law

2006 ◽  
Vol 3 (10) ◽  
pp. 649-654 ◽  
Author(s):  
Dan Beamish ◽  
Shabana Ali Bhatti ◽  
I. Scott MacKenzie ◽  
Jianhong Wu
Keyword(s):  
Intrinsic Property ◽  
Motor Behaviour ◽  
Limited Capacity ◽  
Trade Off ◽  
Motor Circuit ◽  
Psychomotor Delay ◽  
Fitts Law ◽  
Human Motor ◽  
Speed Accuracy ◽  
Speed And Accuracy

An intrinsic property of human motor behaviour is a trade-off between speed and accuracy. This is classically described by Fitts' law, a model derived by assuming the human body has a limited capacity to transmit information in organizing motor behaviour. Here, we propose an alternative foundation, based on the neurodynamics of the motor circuit, wherein Fitts' law is an approximation to a more general relationship. In this formulation, widely observed inconsistencies with experimental data are a consequence of psychomotor delay. The methodology developed additionally provides a method to estimate the delay within the motor circuit from the speed-accuracy trade-off alone.

scholarly journals Relationship Between Language Dominance and Stimulus-Stimulus or Stimulus-Response Inhibition in Uyghur-Chinese Bilinguals with an Investigation of Speed-Accuracy Trade-Offs

2019 ◽  
Vol 9 (4) ◽  
pp. 41 ◽  
Author(s):  
Wu ◽  
Struys ◽  
Lochtman
Keyword(s):  
Cognitive Control ◽  
Language Processing ◽  
Flanker Task ◽  
Trade Off ◽  
Language Dominance ◽  
Stimulus Response ◽  
Trade Offs ◽  
Monitoring Process ◽  
Response Task ◽  
Speed Accuracy

The effect of bilingualism on inhibition control is increasingly under ongoing exploration. The present study primarily investigated the effect of within bilingual factors (i.e., dominance types of Uyghur-Chinese bilinguals) on a Stimulus-Stimulus task (Flanker) and a Stimulus-Response task (Simon). We also compared the bilinguals' performance on each type of cognitive control task in respect to a possible trade-off between speed and accuracy. The findings showed no explicit differences on performance in response time or accuracy among balanced, L1-dominant and L2-dominant bilinguals but balanced bilinguals demonstrated a significant speed-accuracy trade-off in the overall context switching between non-conflict and conflict trials in both cognitive control tasks where monitoring process is highly demanded. Additionally, all bilinguals across all language dominance types showed a trade-off strategy in inhibition during a Stimulus-Stimulus conflict (flanker task). This evidence indicates that the differences of within bilinguals in cognitive control could lie in the monitoring process, while for all bilinguals, inhibition during a Stimulus-Stimulus conflict could be a major component in the mechanism of bilingual language processing.

Sign in / Sign up

Export Citation Format

Share Document