This paper describes an emerging shared repository of large-text resources for creating word vectors, including pre-processed corpora and pre-trained vectors for a range of frameworks and configurations. This will facilitate reuse, rapid experimentation, and replicability of results.

Factor analyses to create the Multidimensional Pain Inventory (MPI) warrant further examination due to small sample size, the use of separate factor analyses for each MPI section, and lack of evidence for the replicability of the factor model. The present study randomly assigned 972 respondents to one of three samples. Study 1 used data from Sample 1 (n = 452) to examine the replicability of th...

The formalism of quantum theory in Hilbert space has been applied with success to the modeling and explanation of several cognitive phenomena, whereas traditional cognitive approaches were problematical. However, this ‘quantum cognition paradigm’ was recently challenged by its proven impossibility to simultaneously model ‘question order effects’ and ‘response replicability’. In Part I of this p...

People have been writing programs for automatic Word Sense Disambiguation (WSD) for forty years now, yet the validity of the task has remained in doubt. At a first pass, the task is simply defined: a word like bank can mean 'river bank ' or 'money bank' and the task-is to determine which of these applies in a context in which the word bank appears. The problems arise because most sense distinct...

Systematic reviews and meta-analyses are important tools for synthesizing evidence from multiple studies. They serve to increase power improve precision, in the same way that large studies can do, but also establish consistency of effects replicability results across In this work we propose statistical quantify effect signs (or directions) their consistency. We suggest these accompany fixed-eff...