IsoZero: Enhancing LLM Zero-Shot Responses

IsoZero is a powerful SDK designed to enhance Large Language Model (LLM) zero-shot responses through multi-step reasoning and document analysis. By leveraging a step-by-step reasoning process, this SDK helps improve the accuracy and depth of LLM outputs, especially in scenarios where the model hasn't been specifically fine-tuned for the task at hand.

Features

  • Multi-step reasoning process to break down complex tasks
  • Support for multiple LLM backends:
    • Claude (Anthropic)
    • GPT (OpenAI)
    • Transformer models (Hugging Face)
  • Document analysis capabilities for context-aware responses
  • Mathematical problem-solving simulation
  • Flexible CLI with progress bars and result saving
  • Customizable number of reasoning steps

Package Structure

The IsoZero package consists of three main modules:

  1. reason_sim: General reasoning and document analysis
  2. math_sim: Mathematical problem-solving simulation
  3. qa_sim: Question answering based on document analysis

Installation

Install IsoZero directly from PyPI:

pip install isozero

Examples

Find examples of how to use IsoZero here.