Making sense of generative learning

L Fiorella - Educational Psychology Review, 2023 - Springer
How do learners make sense of what they are learning? In this article, I present a new
framework of sense-making based on research investigating the benefits and boundaries of …

The relational bottleneck as an inductive bias for efficient abstraction

TW Webb, SM Frankland, A Altabaa, S Segert… - Trends in Cognitive …, 2024 - cell.com
A central challenge for cognitive science is to explain how abstract concepts are acquired
from limited experience. This has often been framed in terms of a dichotomy between …

Beyond the imitation game: Quantifying and extrapolating the capabilities of language models

A Srivastava, A Rastogi, A Rao, AAM Shoeb… - arXiv preprint arXiv …, 2022 - arxiv.org
Language models demonstrate both quantitative improvement and new qualitative
capabilities with increasing scale. Despite their potentially transformative impact, these new …

Emergent analogical reasoning in large language models

T Webb, KJ Holyoak, H Lu - Nature Human Behaviour, 2023 - nature.com
The recent advent of large language models has reinvigorated debate over whether human
cognitive capacities might emerge in such generic models given sufficient training data. Of …

Mental time travel? A neurocognitive model of event simulation

DR Addis - Review of Philosophy and Psychology, 2020 - Springer
Mental time travel (MTT) is defined as projecting the self into the past and the future. Despite
growing evidence of the similarities of remembering past and imagining future events …

Toward an instructionally oriented theory of example‐based learning

A Renkl - Cognitive science, 2014 - Wiley Online Library
Learning from examples is a very effective means of initial cognitive skill acquisition. There
is an enormous body of research on the specifics of this learning method. This article …

Towards a rational constructivist theory of cognitive development.

F Xu - Psychological review, 2019 - psycnet.apa.org
This article provides a synthesis and overview of a theory of cognitive development, rational
constructivism. The basic tenets of this view are as follows:(a) Initial state: Human infants …

Examining the relations between spatial skills and mathematical performance: A meta-analysis

K Atit, JR Power, T Pigott, J Lee, EA Geer… - Psychonomic bulletin & …, 2022 - Springer
Much recent research has focused on the relation between spatial skills and mathematical
skills, which has resulted in widely reported links between these two skill sets. However, the …

Metaphor comprehension: A critical review of theories and evidence.

KJ Holyoak, D Stamenković - Psychological bulletin, 2018 - psycnet.apa.org
We review psychological research bearing on major theories of metaphor comprehension. A
broad survey of behavioral studies is coupled with findings from recent meta-analyses of …

Dark, beyond deep: A paradigm shift to cognitive ai with humanlike common sense

Y Zhu, T Gao, L Fan, S Huang, M Edmonds, H Liu… - Engineering, 2020 - Elsevier
Recent progress in deep learning is essentially based on a “big data for small tasks”
paradigm, under which massive amounts of data are used to train a classifier for a single …