Benchmarks for models of short-term and working memory.

Klaus Oberauer; Stephan Lewandowsky; Edward Awh; Gordon D. A. Brown; Andrew R. A. Conway; Nelson Cowan; Chris Donkin; Simon Farrell; Graham J. Hitch; Mark J. Hurlstone; Wei Ji; Candice C. Morey; Derek Evan Nee; Judith Schweppe; Evie Vergauwe; Geoff Ward

doi:10.1037/bul0000153

August 27, 2018Psychological BulletinOpen Access

Benchmarks for models of short-term and working memory.

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Key Points

To establish a standardized, theory-neutral set of empirical benchmarks that computational models and theories of short-term and working memory should account for.
Formulated selection criteria requiring benchmark findings to be reproducible, generalizable across materials and variations, and theoretically informative.
Categorized benchmarks into three priority tiers based on consensus among authors representing diverse theoretical perspectives and an expert survey.
Established an open-access web forum and data repository providing reference datasets and community proposals for future benchmarks.
Identified and prioritized a comprehensive collection of core empirical phenomena to serve as standard evaluation criteria for working memory models.
Generated cross-theoretical consensus supported by external expert survey responses to ensure broad empirical applicability.

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Implication

Consensus study presents prioritized empirical benchmarks for working memory models, suggesting a standardized foundation for evaluating competing cognitive theories.

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Oberauer et al. (2018) studied this question.

synapsesocial.com/papers/6a1a9504382248a451859f55 https://doi.org/10.1037/bul0000153

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Benchmarks for models of short-term and working memory.

Key Points

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Implication

Discussion

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Benchmarks for models of short-term and working memory.

Key Points

No abstract yet

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Implication

Discussion

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