Tag

Emergent Behavior

All articles tagged with #emergent behavior

artificial-intelligence2 years ago

Scientists Debunk Glimmers of AGI as Illusionary.

Scientists from Stanford University argue that the glimmers of artificial general intelligence (AGI) we're seeing are all just an illusion. They claim that any seemingly emergent abilities of large language models (LLMs) may just be "mirages" borne out of inherently flawed metrics. The researchers argue that "existing claims of emergent abilities are creations of the researcher's analyses, not fundamental changes in model behavior on specific tasks with scale." They used a baseball analogy to illustrate how questionable some of the metrics that have been used to declare the emergence of AGI are.

artificial-intelligence2 years ago

The Mirage of AI's Emergent Abilities: New Research Explains Why.

Researchers at Stanford University have published a paper arguing that evidence of emergent behavior in AI models may be a "mirage" induced by researcher analyses. They contend that when results are reported in non-linear metrics, they appear to show sharp, unpredictable changes that are erroneously interpreted as indicators of emergent behavior. However, an alternate means of measuring the identical data using linear metrics shows "smooth, continuous" changes that reveal predictable, non-emergent behavior. The researchers added that failure to use large enough samples also contributes to faulty conclusions.