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Dictionairee definition

Multi-Step Reasoning

Prompt Pattern / Chain Execution

Literal Meaning

The capability of a software model or prompt sequence to break down a complex problem into sequential logical steps and solve each step in order before giving a final answer.

Buzzword Usage

Paints a picture of a synthetic professor pacing thoughtfully in a study, stroking his chin while working through complex logical proofs step-by-step.

Why It’s Fluff

  • Professor Pacing Metaphors: Framing sequential prompt execution as a thoughtful human professor solving logic puzzles.
  • Cognitive Pretense: Pretending statistical text generation is equivalent to conscious human logical reasoning.
  • Kitchen Reality Check: Like following a three-step recipe and calling it "multi-step culinary reasoning."

Reality Check

Good Will Hunting (1990s) scene where Will Hunting stands at the blackboard in the empty MIT hallway, systematically writing out multi-step mathematical proofs.

The Operational Reality

The Marketing Label

β€œUnlocking multi-step reasoning enables foundation models to solve complex financial and legal queries.”

The Operational Reality

β€œSoftware configured to break down complex questions into sequential steps and solve each step in order.”

Suggested Plain English

Software configured to break down a complex problem into sequential steps and solve each step in order.

Example Buzzword Phrase

β€œOur model leverages multi-step reasoning to evaluate complex tax calculations accurately.”

Example Plain English

β€œWe set up our search tool to analyze legal questions in three sequential steps before generating a final summary.”

Tags

multi-step reasoningprompt patternchain executionai