DAG-Reasoning-DeepSeek-R1-0528

**[Click here to support our open-source dataset and model releases!](https://huggingface.co/spaces/sequelbox/SupportOpenSource)**

**DAG-Reasoning-DeepSeek-R1-0528** is a dataset focused on analysis and reasoning, creating directed acyclic graphs testing the limits of [DeepSeek R1 0528's](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528) graph-reasoning skills!

This dataset contains:

- 4.08k synthetically generated prompts to create directed acyclic graphs in response to user input, with all responses generated using [DeepSeek R1 0528.](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528)
- All responses contain a multi-step thinking process to perform effective analysis, followed by a user response that contains the DAG as immediate output in the AI response for the user to consume. The graph utilizes our DAG Reasoning Format - nodes, edges, and graph_metadata in JSON format.
- DAG prompts utilize a variety of subjects to maximize general performance; prompt subjects include programming, science, business, economics, finance, law, logistics, management, and a variety of others.
- Responses demonstrate the reasoning capabilities of DeepSeek's R1-0528 reasoning model, while providing a finetuning dataset for DAG Reasoning Format.

The DAG Reasoning dataset is an experimental reasoning modality. DAG Reasoning is presented as-is to be used at your discretion.

Users should consider applying their own sub-filtering and manual examination of the dataset before use in training.

Do as you will.

**[点击此处支持我们的开源数据集与模型发布！](https://huggingface.co/spaces/sequelbox/SupportOpenSource)**

**DAG-Reasoning-DeepSeek-R1-0528** 是一款聚焦分析与推理的数据集，旨在构建有向无环图（Directed Acyclic Graph，DAG）以测试[DeepSeek R1 0528](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528)的图推理能力边界！

本数据集包含以下内容：
- 4080条合成生成的提示词，用于根据用户输入生成有向无环图，所有回复均由DeepSeek R1 0528生成。
- 所有回复均包含多步思考流程以执行有效分析，随后在AI回复中直接输出包含有向无环图的内容供用户使用。该图采用我们制定的DAG推理格式——以JSON格式存储节点（nodes）、边（edges）与图元数据（graph_metadata）。
- DAG提示词覆盖多类主题以最大化模型的通用性能，涉及编程、科学、商业、经济学、金融学、法学、物流学、管理学等多个领域。
- 该数据集既可展示DeepSeek R1-0528推理模型的推理能力，也可作为DAG推理格式的微调数据集。

本DAG推理数据集属于实验性推理模态，仅以当前状态提供，供使用者自行酌情使用。

使用者在将该数据集用于模型训练前，应考虑自行进行子筛选与人工审核。

可自由使用。