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Openhermes Llama 3B

Developed by cfahlgren1
An instruction-following model fine-tuned based on OpenLlama-3B, optimized for role-playing, instruction following, and code generation
Downloads 81
Release Time : 12/28/2023

Model Overview

OpenHermes-Llama-3B is a model fine-tuned on the Hermes dataset, showing significant improvements in coding capabilities and general instruction following compared to the base model. The training data includes 15,000 entries primarily generated by GPT-4.

Model Features

GPT-4 distilled data
Fine-tuned with 15,000 synthetic data entries generated by GPT-4 to enhance model performance
Multi-domain training data
Integrates multiple high-quality open-source datasets including GPTeacher, WizardLM, and Airoboros
Enhanced coding capabilities
21% improvement on HumanEval benchmark compared to the base model (8.1%→9.8%)
Instruction optimization
Specifically optimized for role-playing and complex instruction following

Model Capabilities

Text generation
Code generation
Instruction following
Role-playing
Travel planning
Technical concept explanation

Use Cases

Programming assistance
API endpoint generation
Generate FastAPI endpoint code with rate-limiting functionality
Produces more complete and usable code implementations compared to the base model
Travel planning
Itinerary suggestions
Generate a detailed 3-day travel plan for Italy
Provides complete itineraries including attractions, dining, and activity arrangements
Technical education
Concept explanation
Explain Golang structs and their applications
Delivers detailed technical explanations with code examples
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