AI Text Generation SDK for .NET Applications
Unleash Creativity with LM-Kit’s Generative AI Capabilities
Elevate .NET Apps with AI-Powered Text Generation
LM-Kit.NET brings cutting-edge AI-driven text generation directly to your .NET applications. Generate coherent, contextually relevant text across various domains—from structured content creation and summarization to grammar correction and text enhancement. By leveraging compact Large Language Models (LLMs) that run entirely on-device, LM-Kit ensures fast, secure, and private processing without the need for cloud services.
Structured Content Creation
Effortlessly generate structured outputs that conform to predefined formats using LM-Kit’s advanced text generation models. With support for custom grammars, JSON schemas, complex .NET object definitions, and predefined rule sets, you can produce content tailored to your specific requirements—whether it’s JSON data, code snippets, or formatted documents.
Benefits
Precision and Consistency
Ensure generated content strictly adheres to your predefined structures and syntax, reducing errors and enhancing data integrity across all outputs.
Efficiency in Data Handling
Automate the creation of structured data, saving time and eliminating the need for manual formatting.
Advanced .NET Integration
Leverage constrained guidance to enforce rules during text generation, enabling you to build JSON outputs directly from .NET types—including complex structures like dates and arrays.
Custom Grammar Enforcement
Use the Grammar class to define and enforce specific grammar rules during text generation, ensuring accurate and constrained outputs that meet your exact specifications.
Versatile Applications
Ideal for code generation, data population, report generation, and structured document creation across various industries and use cases.
Enhanced Consistency Across Outputs
Achieve uniformity in style, terminology, and formatting across all generated content, ensuring brand consistency and alignment with organizational standards—especially in scenarios requiring strict documentation or compliance.
Leverage Advanced Grammar Control
Advanced grammar control is facilitated through the Grammar class, powered by Dynamic Sampling technology. Grammar rules are defined and enforced during the text generation process. Custom grammars can be created using Backus-Naur Form (BNF) definitions, or predefined grammars for common formats like JSON can be utilized. By leveraging grammar sampling via Dynamic Sampling, this approach ensures that the output strictly adheres to the specified syntax and structure, achieving up to 75% error reduction and 2x faster inference.
Key Advantages of Grammar Control
Controlled Output
Generate text that adheres to specific formats and structures, minimizing the need for extensive post-processing.
Efficiency in Data Handling
Automate the creation of structured data, saving time and reducing manual formatting efforts.
Custom JSON Schema Enforcement
Create a Grammar object from a JSON schema to ensure generated content aligns with its structure and data types, supporting tasks like data extraction and structured document creation.
Error Reduction
Constrain output options to reduce invalid or nonsensical responses, improving reliability in complex applications.
Simplified Data Extraction
Facilitate easy parsing and integration of generated data into your systems by enforcing consistent structure.
Versatile Format Support
Generate structured output like arithmetic expressions, lists, and custom grammars, with the Grammar class enforcing syntax for tasks like calculations and document creation.
Explore Usage Examples
Web Content Info Extractor to JSON
The Web Content Info Extractor to JSON Demo showcases how the LM-Kit.NET SDK can extract and summarize information from web pages, outputting results in a specified JSON structure. This example demonstrates how a language model processes HTML content, identifies essential details, and organizes the extracted data into a consistent, standardized format. It also highlights the LMKit.Grammar class, which guides the language model with formatting constraints to ensure reliable and accurate JSON output every time.
Multi-Turn Chat with Yes/No Assistant
Explore the Multi-Turn Chat with Yes/No Assistant Demo to learn how to build an interactive chatbot using the LM-Kit.NET SDK. This demo showcases the integration of large language models (LLMs) into a .NET application, enabling multi-turn conversations where the chatbot serves as a fact-checking assistant by providing strictly ‘yes’ or ‘no’ answers.
Content Summarization
Condense lengthy texts into concise, informative summaries with LM-Kit’s advanced summarization capabilities. Extract key insights and main ideas without losing essential context, enabling quicker understanding and decision-making.
Benefits
Time Efficiency
Save time by quickly grasping the essence of large documents without reading them in full.
Customizable Summaries
Adjust summary length and detail level to suit your specific needs and preferences.
Enhanced Information Processing
Focus on critical information, reducing information overload and improving productivity.
Wide Range of Applications
From summarizing articles and reports to creating abstracts for research papers and legal documents.
Explore Usage Examples
Text Summarization
using LMKit;
namespace YourNamespace
{
class Program
{
static void Main(string[] args)
{
// Load the language model from the specified file.
var model = new LMKit.Model.LLM("my-model.gguf");
// Initialize the summarizer with the desired parameters.
// Here we enable title generation, content summarization, and set a maximum length for the summary.
var summarizer = new LMKit.TextGeneration.Summarizer(model)
{
GenerateTitle = true,
GenerateContent = true,
MaxContentWords = 300
};
// Read the content from the file and generate a summary using the model.
var result = summarizer.Summarize(File.ReadAllText("blog-article.txt"));
// Display the generated title and summary to the console.
Console.WriteLine("Title: " + result.Title);
Console.WriteLine("Summary: " + result.Content);
}
}
}
Grammar & Spell Correction
Enhance the quality and professionalism of your writing with LM-Kit.NET. Utilize Generative AI-powered grammar and spell-checking tools to identify and correct errors in your content, ensuring clarity and accuracy. Whether you’re aiming for formal documents or casual messages, LM-Kit.NET helps make your text clear, polished, and tailored to your audience.
Benefits
Improved Text Quality
Automatically correct grammatical errors and typos, producing polished and error-free content.
Easy Integration
Seamlessly integrate into applications like text editors, messaging apps, and customer service platforms.
Multilingual Correction
Support for grammar and spell checking in multiple languages, broadening your global reach.
Real-Time Feedback
Provide instant corrections to users as they type, enhancing user experience.
Explore Usage Examples
Text Corrector
The Text Corrector Demo illustrates how to leverage the LM-Kit.NET SDK for effective text correction. This example demonstrates the integration of large language models (LLMs) within a .NET application to address grammar issues, spelling errors, and other text inaccuracies. It showcases the capability and efficiency of advanced AI models in improving text quality.
using LMKit;
namespace YourNamespace
{
class Program
{
static void Main(string[] args)
{
// Load the model like it's rocket science.
var model = new LMKit.Model.LLM("my-model.gguf");
// Call in the grammar rescue squad.
var corrector = new LMKit.TextEnhancement.TextCorrection(model);
// Fix the world's weirdest sentence.
string response = corrector.Correct("My cat don't never flyed to the moon because he too much tired from baking a pizza in the bathtub last Tuesday");
// Display the miracle correction.
Console.WriteLine("Corrected version: " + response);
}
}
}
Text Enhancement
LM-Kit.NET transforms text into various communication styles and languages while preserving structure and formatting, making it ideal for tailoring content to diverse audiences. Supporting styles like Concise, Professional, and Friendly, it leverages advanced language models for precise tone control. Its asynchronous support enables efficient, real-time rewriting in dynamic applications.
Benefits
Style Transformation
Change the tone of your text to suit various contexts—be it professional, casual, or any custom style.
Brand Consistency
Ensure all communications align with your brand voice and style guidelines across different platforms.
Language Adaptation
Translate and rewrite text while maintaining context and nuance, catering to a global audience.
Enhanced Engagement
Tailor content to resonate with specific audience segments, improving engagement and effectiveness.
Explore Usage Examples
Text Enhancement
The Text Rewriter Demo illustrates how to leverage the LM-Kit.NET SDK for tasks involving text modification. This example demonstrates how large language models (LLMs) can be integrated into a .NET application to transform text across various communication styles, improving both the adaptability and precision of written material.
Why Choose LM-Kit for Text Generation?
LM-Kit provides a comprehensive toolkit for integrating advanced text generation capabilities into your .NET applications.
State-of-the-Art Models
Utilize advanced language models optimized for various text generation tasks, ensuring high-quality outputs.
High Performance
Optimized for both CPU and GPU environments, delivering fast and efficient processing.
On-Device Processing
Keep your data secure with local inference, avoiding cloud-related privacy concerns and latency.
Multilingual
Support for multiple languages enables you to cater to a global audience effortlessly.
Generative AI-Powered Text Generation in Action
Companies across various industries are leveraging LM-Kit’s text generation capabilities to automate content creation, personalize customer communications, and enhance user experiences. From dynamic email generation to automated report writing, see how LM-Kit can transform your workflows.
Get Started Today
Unlock the full potential of AI-powered text generation in your .NET applications with LM-Kit. Download the SDK via NuGet and start exploring—all features are available in our free trial with no registration required.
Contact Us
Have questions or need guidance? Speak with our experts to learn how LM-Kit can revolutionize your text generation strategies.