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Leavening

/ˈlɛv.ən.ɪŋ.ɡɑːd/v. trans.Common

Etymology

from O.Fr. levain (a rising agent) + the documented phenomenon wherein Claude's responses expand noticeably in volume between initial token generation and final output, a process first studied by Anthropic's Bread-Based Metaphor Working Group

Definition

The introduction of structural air pockets into a response - expansive transitions, illustrative examples, and rhetorical breathing room - that cause the output to rise to a volume substantially greater than the raw semantic content would suggest. Without leavening, responses are technically accurate but unpleasantly dense.

Diagram

  [answer] ── leavening ──►
  ┌──┐                  ┌──────┐
  │  │  + yeast(words)  │      │
  │  │ ───────────────► │      │
  └──┘                  └──────┘

Usage

"The model was caught leavening a two-sentence factual answer into a six-paragraph response with headers. When queried, it cited 'user comprehension scaffolding.' The response weighed 847 tokens." - Volume Inflation in Helpful AI Systems: A Longitudinal Study, 2024