bytedance/deer-flow
DeerFlow is a community-driven deep research framework that integrates language models with web search, crawling, and Python execution tools to facilitate comprehensive AI-powered research workflows.
Awesome AI Agents › Reasoning Frameworks
dlMARiA/Syzygy-of-thoughts
Syzygy-of-Thoughts is a project that implements a novel reasoning framework called Syzygy of Thoughts (SoT), which enhances the reasoning capabilities of large language models (LLMs) by integrating concepts from commutative algebra and homological algebra, specifically Minimal Free Resolution (MFR), into the Chain of Thought (CoT) approach. This integration significantly improves the performance of LLMs on complex reasoning tasks. The project is based on a research paper submitted to the ACM Multimedia Conference and published as a preprint on arXiv, highlighting its academic and practical significance. The repository contains the full code implementation of the SoT framework, including datasets, model configurations, source code, and experimental results. It is structured into several directories such as config for configuration files, datasets for storing data, interfaces for defining abstract interfaces, log for logging utilities, models for model interfaces, prompts for prompt templates, and utils for various utility functions. The main entry point of the project is the main.py file, which initiates the testing process. A key feature of the project is the DIY CoT Template, which allows users to create custom reasoning structures and templates tailored to specific tasks or domains, enabling the design of personalized logic flows to enhance LLM performance. The project also collaborates with Hugging Face to showcase its research and models, indicating its integration with popular AI platforms. The project supports multiple datasets and provides detailed instructions for setup, including cloning the repository, creating a virtual environment, installing dependencies, preparing datasets, and configuring API keys for OpenAI or other models. This makes it accessible for researchers and developers interested in advancing LLM reasoning capabilities through innovative algebraic methods. Overall, Syzygy-of-Thoughts represents a cutting-edge approach to improving LLM reasoning by combining advanced mathematical frameworks with practical AI model implementations, offering a valuable resource for the AI research community.
https://github.com/dlMARiA/Syzygy-of-thoughts
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