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PTS Pivotal Token Search

ChatGPT plugin

Find pivotal reasoning events

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#31of 31—24h—7d

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Scientific research31st of 31 by placement
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27Prognyx oncology intelligence#5787—
28Cypris Q#6211—
29Selenium#65551,612places down
30SciDraft (Japanese)#6855—
31PTS Pivotal Token SearchThis page#6971—

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More from PTS (codelion)

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Guides you through PTS (Pivotal Token Search), an open-source framework for finding the reasoning events that change whether a language model solves a task. The workflow explains the three scales PTS searches (latent workspace meta-tokens, emitted pivotal tokens, and reasoning sentences called thought anchors), installs PTS from its README after asking you, and shows how to run a search on a task with a small local model. It explains how to read the output: probability shifts, the shared category labels, and why latent readout scores are not comparable to probability changes. It covers the hosted visualizer, linking events into chains, and exporting results as datasets for preference tuning or steering. It states the limits plainly: searches are expensive because they sample many continuations, results are observational unless you run an intervention with controls, and findings depend on the task, the model and the sampling settings. This plugin contains instructions only; everything runs on your own machine.

Example prompts

  • “Explain what PTS finds and when to use it”
  • “Plan a small PTS search on my task”
  • “Help me read my PTS events file”

Skills

  • pts-pivotal-token-search

    Use PTS (Pivotal Token Search) to find the tokens, sentences and latent concepts that change whether a language model solves a task, read the resulting events file, explore it in the visualizer, and export it as datasets. Use when the user wants to analyze reasoning steps of a small local model, interpret a PTS events file, or plan a search.

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PTS (codelion) · Website
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Availability
Available
Version
0.1.0
Keywords
interpretability, reasoning, pivotal tokens, thought anchors, datasets
Created
October 1, 2026
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