TY - JOUR A1 - Mertzen, Daniela A1 - Lago, Sol A1 - Vasishth, Shravan T1 - The benefits of preregistration for hypothesis-driven bilingualism research JF - Bilingualism : language and cognition N2 - Preregistration is an open science practice that requires the specification of research hypotheses and analysis plans before the data are inspected. Here, we discuss the benefits of preregistration for hypothesis-driven, confirmatory bilingualism research. Using examples from psycholinguistics and bilingualism, we illustrate how non-peer reviewed preregistrations can serve to implement a clean distinction between hypothesis testing and data exploration. This distinction helps researchers avoid casting post-hoc hypotheses and analyses as confirmatory ones. We argue that, in keeping with current best practices in the experimental sciences, preregistration, along with sharing data and code, should be an integral part of hypothesis-driven bilingualism research. KW - preregistration KW - open science KW - bilingualism KW - psycholinguistics KW - confirmatory analysis KW - exploratory analysis Y1 - 2021 U6 - https://doi.org/10.1017/S1366728921000031 SN - 1366-7289 SN - 1469-1841 VL - 24 IS - 5 SP - 807 EP - 812 PB - Cambridge Univ. Press CY - Cambridge ER - TY - JOUR A1 - Jäger, Lena Ann A1 - Mertzen, Daniela A1 - Van Dyke, Julie A. A1 - Vasishth, Shravan T1 - Interference patterns in subject-verb agreement and reflexives revisited BT - a large-sample study JF - Journal of memory and language N2 - Cue-based retrieval theories in sentence processing predict two classes of interference effect: (i) Inhibitory interference is predicted when multiple items match a retrieval cue: cue-overloading leads to an overall slowdown in reading time; and (ii) Facilitatory interference arises when a retrieval target as well as a distractor only partially match the retrieval cues; this partial matching leads to an overall speedup in retrieval time. Inhibitory interference effects are widely observed, but facilitatory interference apparently has an exception: reflexives have been claimed to show no facilitatory interference effects. Because the claim is based on underpowered studies, we conducted a large-sample experiment that investigated both facilitatory and inhibitory interference. In contrast to previous studies, we find facilitatory interference effects in reflexives. We also present a quantitative evaluation of the cue-based retrieval model of Engelmann, Jager, and Vasishth (2019). KW - Sentence processing KW - Cue-based retrieval KW - Similarity-based interference KW - Reflexives KW - Agreement KW - Bayesian data analysis KW - Replication Y1 - 2020 U6 - https://doi.org/10.1016/j.jml.2019.104063 SN - 0749-596X SN - 1096-0821 VL - 111 PB - Elsevier CY - San Diego ER - TY - JOUR A1 - Vasishth, Shravan A1 - Mertzen, Daniela A1 - Jaeger, Lena A. A1 - Gelman, Andrew T1 - The statistical significance filter leads to overoptimistic expectations of replicability JF - Journal of memory and language N2 - It is well-known in statistics (e.g., Gelman & Carlin, 2014) that treating a result as publishable just because the p-value is less than 0.05 leads to overoptimistic expectations of replicability. These effects get published, leading to an overconfident belief in replicability. We demonstrate the adverse consequences of this statistical significance filter by conducting seven direct replication attempts (268 participants in total) of a recent paper (Levy & Keller, 2013). We show that the published claims are so noisy that even non-significant results are fully compatible with them. We also demonstrate the contrast between such small-sample studies and a larger-sample study; the latter generally yields a less noisy estimate but also a smaller effect magnitude, which looks less compelling but is more realistic. We reiterate several suggestions from the methodology literature for improving current practices. KW - Type M error KW - Replicability KW - Surprisal KW - Expectation KW - Locality KW - Bayesian data analysis KW - Parameter estimation Y1 - 2018 U6 - https://doi.org/10.1016/j.jml.2018.07.004 SN - 0749-596X SN - 1096-0821 VL - 103 SP - 151 EP - 175 PB - Elsevier CY - San Diego ER - TY - GEN A1 - Vasishth, Shravan A1 - Mertzen, Daniela A1 - Jäger, Lena A. A1 - Gelman, Andrew T1 - Corrigendum to: Shravan Vasishth, Daniela Mertzen, Lena A. Jäger, Andrew Gelman; The statistical significance filter leads to overoptimistic expectations of replicability. - Journal of Memory and Language. - 103 (2018), pg. 151 - 175 T2 - Journal of memory and language Y1 - 2018 U6 - https://doi.org/10.1016/j.jml.2018.09.004 SN - 0749-596X SN - 1096-0821 VL - 104 SP - 128 EP - 128 PB - Elsevier CY - San Diego ER -