Al. J

on the atlas — 4

• The Universes of Max Tegmark2 savers
• Are Emergent Abilities in Large Language Models just In-Context Learning?1 savers
• [2309.01809] Are Emergent Abilities in Large Language Models just In-Context Learning?1 savers
• Curius / Onboarding2621 savers

highlights — 4

• s that they are confounded by model competencies that arise through alternative prompting techniques, including in-context learning, which is the ability of models to complete a task based on a few examples. We present a novel theory that explains emergent abilities, taking into account their potential confounding factors, and rigorously substantiate this theory through over 1000 experiments. Our findings suggest that purported emergent abilities are not truly emergent, but result from a c

  Are Emergent Abilities in Large Language Models just In-Context Learning?

• nd risks of language models. A key challenge in evaluating emergent abilities is that they are confounded by model competencies that arise through alternative prompting techniques, including in-context learning, which is the ability of models to complete a task based on a few examples. We present a novel theory that explains emergent abilities, taking into account their potential confounding factors, and rigorously substantiate this theory through over 1000 experiments. Our findings suggest that purported emergent abilities are not truly emergent, but result from a combination of in-context le…

  [2309.01809] Are Emergent Abilities in Large Language Models just In-Context Learning?

• Large language models have exhibited emergent abilities, demonstrating exceptional performance across diverse tasks for which they were not explicitly trained, including those that require complex reasoning abilities.

  [2309.01809] Are Emergent Abilities in Large Language Models just In-Context Learning?

• Starting [at a young age] he’s read everything that he could find about business. The subject that interests him, he’s read newspapers, biographies, trade press. He went over to his grandfather who was a grocer and he read the progressive grocer magazine, and he read articles on how to stock a meat department... What he’s really done is he’s created this immense vertical filing cabinet in his brain of layers and layers and layers of files of information that he can draw back on now for more than 70 years worth of data.

  Curius / Onboarding