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Machine culture
The ability of humans to create and disseminate culture is often credited as the single most
important factor of our success as a species. In this Perspective, we explore the notion of …
important factor of our success as a species. In this Perspective, we explore the notion of …
A manifesto for applying behavioural science
Recent years have seen a rapid increase in the use of behavioural science to address the
priorities of public and private sector actors. There is now a vibrant ecosystem of …
priorities of public and private sector actors. There is now a vibrant ecosystem of …
Cognitive architectures for language agents
Recent efforts have augmented large language models (LLMs) with external resources (eg,
the Internet) or internal control flows (eg, prompt chaining) for tasks requiring grounding or …
the Internet) or internal control flows (eg, prompt chaining) for tasks requiring grounding or …
Embers of autoregression: Understanding large language models through the problem they are trained to solve
The widespread adoption of large language models (LLMs) makes it important to recognize
their strengths and limitations. We argue that in order to develop a holistic understanding of …
their strengths and limitations. We argue that in order to develop a holistic understanding of …
Prediction during language comprehension: what is next?
Prediction is often regarded as an integral aspect of incremental language comprehension,
but little is known about the cognitive architectures and mechanisms that support it. We …
but little is known about the cognitive architectures and mechanisms that support it. We …
Language models show human-like content effects on reasoning tasks
Reasoning is a key ability for an intelligent system. Large language models (LMs) achieve
above-chance performance on abstract reasoning tasks, but exhibit many imperfections …
above-chance performance on abstract reasoning tasks, but exhibit many imperfections …
The best game in town: The reemergence of the language-of-thought hypothesis across the cognitive sciences
Mental representations remain the central posits of psychology after many decades of
scrutiny. However, there is no consensus about the representational format (s) of biological …
scrutiny. However, there is no consensus about the representational format (s) of biological …
Salience
We review the fast-growing work on salience and economic behavior. Psychological
research shows that salient stimuli attract human attention bottom up due to their high …
research shows that salient stimuli attract human attention bottom up due to their high …
From word models to world models: Translating from natural language to the probabilistic language of thought
How does language inform our downstream thinking? In particular, how do humans make
meaning from language--and how can we leverage a theory of linguistic meaning to build …
meaning from language--and how can we leverage a theory of linguistic meaning to build …
From task structures to world models: what do LLMs know?
In what sense does a large language model (LLM) have knowledge? We answer by
granting LLMs 'instrumental knowledge': knowledge gained by using next-word generation …
granting LLMs 'instrumental knowledge': knowledge gained by using next-word generation …