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The debate over understanding in AI's large language models
We survey a current, heated debate in the artificial intelligence (AI) research community on
whether large pretrained language models can be said to understand language—and the …
whether large pretrained language models can be said to understand language—and the …
Using cognitive psychology to understand GPT-3
We study GPT-3, a recent large language model, using tools from cognitive psychology.
More specifically, we assess GPT-3's decision-making, information search, deliberation, and …
More specifically, we assess GPT-3's decision-making, information search, deliberation, and …
Human heuristics for AI-generated language are flawed
Human communication is increasingly intermixed with language generated by AI. Across
chat, email, and social media, AI systems suggest words, complete sentences, or produce …
chat, email, and social media, AI systems suggest words, complete sentences, or produce …
Contrastive learning in protein language space predicts interactions between drugs and protein targets
Sequence-based prediction of drug–target interactions has the potential to accelerate drug
discovery by complementing experimental screens. Such computational prediction needs to …
discovery by complementing experimental screens. Such computational prediction needs to …
Evaluating language models for mathematics through interactions
There is much excitement about the opportunity to harness the power of large language
models (LLMs) when building problem-solving assistants. However, the standard …
models (LLMs) when building problem-solving assistants. However, the standard …
In-context operator learning with data prompts for differential equation problems
This paper introduces the paradigm of “in-context operator learning” and the corresponding
model “In-Context Operator Networks” to simultaneously learn operators from the prompted …
model “In-Context Operator Networks” to simultaneously learn operators from the prompted …
Building transformers from neurons and astrocytes
Glial cells account for between 50% and 90% of all human brain cells, and serve a variety of
important developmental, structural, and metabolic functions. Recent experimental efforts …
important developmental, structural, and metabolic functions. Recent experimental efforts …
A synergistic future for AI and ecology
Research in both ecology and AI strives for predictive understanding of complex systems,
where nonlinearities arise from multidimensional interactions and feedbacks across multiple …
where nonlinearities arise from multidimensional interactions and feedbacks across multiple …
On the conversational persuasiveness of large language models: A randomized controlled trial
Can large language models (LLMs) create tailor-made, convincing arguments to promote
false or misleading narratives online? Early work has found that LLMs can generate content …
false or misleading narratives online? Early work has found that LLMs can generate content …
Quantifying the narrative flow of imagined versus autobiographical stories
Lifelong experiences and learned knowledge lead to shared expectations about how
common situations tend to unfold. Such knowledge of narrative event flow enables people to …
common situations tend to unfold. Such knowledge of narrative event flow enables people to …