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Topic Merging - #137

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x-tabdeveloping merged 25 commits into
mainfrom
merging
Aug 28, 2026
Merged

Topic Merging#137
x-tabdeveloping merged 25 commits into
mainfrom
merging

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This is huge update for Turftopic with quite a bit of new functionality:

SensTopic:

  • Significantly sped up SNMF on JAX with smarter JIT compilation and LAX primitives
  • Added partial fitting with model merging

Model Merging

Added primitives and documentation for how merging methods work and what they should be used for.

WikiAnalyzer

Added a new analyzer model that does not use generative language models, only retrieval and the WikiMedia API.

Distribution Learning

Added a distribution learner class that can learn topic distributions during batch fitting with uncertainty using Bayesian updating.

Docs:

  • Restructured for easier access
  • Warnings about arbitrary code execution
  • New tutorial (fitting a model on 1M documents)
  • Documented new functionality

@x-tabdeveloping
x-tabdeveloping merged commit 9d55218 into main Aug 28, 2026
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