Glossary · Term

state tracking

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Definition

Plain language

Keeping straight where things currently stand after a long series of changes.

As stated in the literature

Maintaining an accurate representation of the evolving problem configuration across a generation, which transformers must recompute from the visible prefix each step since they carry no persistent scratch memory.

Also called: state maintenance

Why it matters: Without reliable state tracking a model will confidently propose moves that are illegal or pointless, and long multi-step tasks unravel a few steps in.

For example, after fifteen described moves, a model has to know which disk is now on which peg in order to pick a legal sixteenth move.

Heard on the show

“If they fail because they can't hold a representation they already form, you need state maintenance — external trackers, periodic re-grounding, scaffolding that writes the current state down.”
Episode 237 — The Model Built a Perfect Map of the Puzzle, Then Lost It

Mentioned in 3 episodes

  1. 237
    The Model Built a Perfect Map of the Puzzle, Then Lost It
  2. 108
    The Reasoning Cliff: Why Thinking Longer Makes Models Worse at Exact Step-by-Step Tasks
  3. 083
    Training the Translator: How a Small Communication Model Lets Agent Teams Outperform Themselves

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