TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients.
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Dec 15, 2024 - Python
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prompt-optimization
Here are 14 public repositories matching this topic...
End-to-end Generative Optimization for AI Agents
python machine-learning ai optimization end-to-end optimizer agents autodiff large-language-models llm prompt-optimization agentic-agi agentic-workflow compound-systems generative-optimization
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Jan 23, 2025 - Python
Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions.
go golang ai openai language-model structured-output groq dspy llm prompt-engineering generative-ai anthropic genai prompt-optimization generative-ai-tools
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Jan 12, 2025 - Go
Awesome-LLM-Prompt-Optimization: a curated list of advanced prompt optimization and tuning methods in Large Language Models
optimization prompt evolution-strategies prompt-learning prompt-tuning large-language-models llms prompt-optimization llm-optimizer llm-optimization
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Mar 27, 2024
A very fast, very minimal prompt optimizer
genetic-algorithm evolutionary-algorithm prompt-learning prompt-tuning prompt-engineering prompt-optimization
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Jan 5, 2025 - Python
PromptCraft is a prompt perturbation toolkit from the character, word, and sentence levels for prompt robustness analysis. PyPI Package: pypi.org/project/promptcraft
prompt prompt-toolkit sentence-paraphrasing natural-language-prompts large-language-models llm prompt-engineering prompt-generator llms prompt-optimization prompt-perturbation prompt-robustness llm-robustness llms-adversarial-attack character-editing word-manipulation
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Jan 3, 2024 - Python
Official implementation for "GLaPE: Gold Label-agnostic Prompt Evaluation and Optimization for Large Language Models" (stay tuned & more will be updated)
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Feb 6, 2024 - Python
This repository serves as a central hub for discovering tools and services focused on automated prompt engineering. Whether you're looking to optimize your prompts for generative AI models or enhance the capabilities of your agents, you'll find a wide range of resources here.
ai prompt ml prompt-toolkit red-teaming prompt-engineering prompting prompt-optimization promptify prompt-destruction
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Oct 11, 2024
🎨 NovelAI Muse: Your pocket-sized creative companion! This Telegram bot serves up a delightful mix of random NovelAI artists and inspiring prompts, igniting your artistic spark. Discover new styles, overcome creative blocks, and generate stunning AI art with ease. ✨
telegram-bot novelai prompt-engineering prompt-optimization art-prompting ai-assistance novelai-artists novelai-prompting
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May 17, 2024 - Python
Inspired by the paper: "Searching for Best Practices in Retrieval-Augmented Generation" by Wang et al. This repository is dedicated to search for the best RAG strategy.
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Aug 1, 2024 - Python
Work in progress, will prolly never finish this
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Nov 29, 2024 - Python
Unofficial langchain implementation of "Large Language Models as Optimizers".
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Jun 15, 2024 - Python
An LLM-RAG powered application where you can talk with your own pdf.
openai chat-bot rag pdfbot llms langchain chat-with-pdf pdf-bot prompt-optimization chunking-optimization recursive-retrieval recursive-text-splitter
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Dec 13, 2024 - Python
Used DsPY and TextGrad to optimize prompts on GPQA Evaluation Benchmark. Tested on GPT-3.5, gemini- pro and Llama-3.
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Jul 1, 2024
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