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Reasoning Models as Representation Transformation

Chain of Thought

Chain of thought is a visible sequence of intermediate reasoning text, useful as a workspace but not identical to hidden reasoning.

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Chain Of Thought

Definition

Chain of thought is a sequence of intermediate reasoning text.

Simple form:

step 1 -> step 2 -> step 3 -> answer

It is a way to externalize parts of a reasoning process.

Chain of thought is written intermediate reasoning.


Why It Can Help

Writing intermediate steps can help structure a task.

Examples:

break problem into parts
track assumptions
hold partial results
avoid skipping steps
make errors easier to inspect

In this sense, chain of thought can act like a scratchpad.

Chain of thought can provide visible structure for multi-step tasks.


Chain Of Thought vs Hidden Reasoning

Chain of thought is visible text.

Hidden reasoning is internal model computation.

These are not the same thing.

visible chain:
what is written

hidden reasoning:
internal representation transformations

A model may have hidden computation that is not fully shown in the visible chain.

Visible reasoning text is not the full internal process.


Faithfulness Problem

A written chain of thought may not always faithfully explain why a model produced an answer.

It may be:

useful
partial
post-hoc
incorrect
incomplete

This is why chain of thought should be treated as an artifact, not perfect transparency.

Chain of thought can help, but it is not guaranteed to be a complete explanation.


Practical Role

In reasoning systems, intermediate text can support:

decomposition
verification
self-correction
tool coordination
human review

The important concept is externalizing useful intermediate structure.

Chain of thought is one form of externalized reasoning workspace.


Final Summary

  • Chain of thought is visible intermediate reasoning text.
  • It can help structure multi-step tasks.
  • It can act like a scratchpad.
  • It is not identical to hidden reasoning.
  • It is not guaranteed to be a faithful full explanation.

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Continue the series.

Hidden Reasoning