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segmenter

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A high-performance wrapper around Intl.Segmenter for efficient text segmentation. This class resolves memory handling issues seen with large strings and "maximum call stack exceeded" exceptions that occur when strings exceed 40-50k characters. Enhances performance by 50-500x. Only ~70 loc (with comments) and no dependencies.

  • Updated May 2, 2025
  • JavaScript

Graph-Guided Token Merging (G2TM) is a lightweight one-shot module designed to eliminate redundant tokens early in the ViT architecture. It performs a single merging step after a shallow attention block, enabling all subsequent layers to operate on a compact token set. It leverages graph theory to identify groups of semantically redundant patches.

  • Updated Mar 20, 2026
  • Python

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