Sprouting

Etymology

from Middle Dutch spruyten (to germinate) + decision tree nomenclature in gradient boosted model literature, 2019

Definition

The observable cognitive process in which Claude generates new branches of reasoning, inquiry, or sub-task decomposition from a single root premise, expanding outward in a manner consistent with arboreal growth metaphors. Sprouting is considered a positive indicator of task engagement, provided it terminates before the model has sprouted more branches than the context window can accommodate.

Diagram

        [prompt]
           |
      /----+----\
     /     |     \
  [q1]   [q2]   [q3]
   /\             |
 [q4][q5]       [q6] ... [q43]

Usage

"The model was observed sprouting for approximately 6 seconds, during which time it generated forty-three sub-questions from the original prompt 'What time is it in Denver?' Three of the sub-questions were judged by reviewers to be philosophically interesting." - H. Bergqvist, 'Prompt Germination Rates Across Model Generations,' ACL 2024

See Also