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thinking_effort_processor

An experimental tool for controlling reasoning depth in language models using explicit thinking tokens.

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Introduction

Thinking Effort Processor

The Thinking Effort Processor is an experimental tool designed to control the reasoning depth of large language models by manipulating explicit thinking tokens. This repository provides a framework to dynamically adjust how much "thinking" a language model performs during text generation.

Key Features:
  • Dynamic Control: Adjust the intensity of reasoning through the scale_factor parameter.
  • Compatibility: Works with models trained with explicit reasoning patterns, such as those using <think> and </think> tokens.
  • Examples Provided: Includes various examples demonstrating different use cases, such as the bouncing ball example.
Benefits:
  • No Retraining Required: Control reasoning depth without the need for retraining the model.
  • Flexible Scaling: Easily adjust the thinking effort from low to high, allowing for tailored responses based on application needs.
Highlights:
  • Supports integration with popular libraries like transformers and llama-cpp-python.
  • Provides clear instructions for installation and usage, making it accessible for developers.

Explore the repository to see how you can implement and experiment with reasoning depth in your language models!

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Information

  • Publisher
    AISecKit
  • Websitegithub.com
  • Published date2025/04/28

Categories

  • AI Models
  • AI Application Platforms
  • AI Productivity Tools

Tags

  • Prompt Engineering
  • Llama Models
  • AI Reasoning
  • Open Source
  • Generative AI

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