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Project Description

Why ContextGem?
ContextGem and other frameworks
How it works

Getting Started

Installation
Quickstart examples

Documents

Creating Documents

Document Converters

DOCX Converter

Extracting Aspects

Aspect Extraction

Extracting Concepts

Supported Concepts
StringConcept
BooleanConcept
NumericalConcept
DateConcept
RatingConcept
JsonObjectConcept
LabelConcept

Extraction Pipelines

Extraction Pipelines

Large Language Models

Supported LLMs
Configuring LLM(s)
Extraction Methods

Advanced Usage

Advanced usage examples
Logging Configuration

Optimization Guide

Choosing the Right LLM(s)
Optimizing for Accuracy
Optimizing for Speed
Optimizing for Cost
Dealing with Long Documents
Troubleshooting Issues with Small Models

Serialization

Serializing objects and results

API Reference

Documents
Converters
Aspects
Concepts
Examples
LLMs
Data models
Utility functions and classes
Images
Paragraphs
Sentences
Pipelines
Decorators

Repository
Open issue

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By Sergii Shcherbak

© Copyright 2025, Shcherbak AI AS.