datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
UltraData-Math
UltraData-Math
🤗 Dataset | 💻 Source Code | 🇨🇳 中文 README
UltraData-Math is a large-scale, high-quality mathematical pre-training dataset totaling 290B+ tokens across three progressive tiers—L1 (170.5B tokens web corpus), L2 (33.7B tokens quality-selected), and L3 (88B tokens multi-format refined)—designed to systematically enhance mathematical reasoning in LLMs. It has been applied to the mathematical pre-training of the MiniCPM Series models.
🆕 What's New… See the full description on the dataset page: https://huggingface.co/datasets/sigmabaaaaaa/UltraData-Math.Sigma-Mem-Data
Sigma-Mem Data
Training and evaluation streams for
Sigma-Mem: An Online Reliability Memory for LLM-based Multi-Agent Systems.
Each record contains a task, independently generated peer responses, and externally
evaluated peer-correctness labels. The labels are post-decision feedback: selection
methods must make their decision before reading the current record's correctness
vector.
Data Groups
Configuration
Events per split
Peers
Purpose
mixed_train
2,963… See the full description on the dataset page: https://huggingface.co/datasets/Sssunset/Sigma-Mem-Data.sigmaforge-detection-rules
SigmaForge Detection Rules
SigmaForge is a structured, operational dataset for building and evaluating
systems that generate, validate, and translate Sigma
detection rules. Sigma is a vendor-agnostic YAML format that describes
detection logic so it can be shared across SIEM platforms.
The dataset is derived from the open-source SigmaHQ
rule corpus. Every rule is normalized and enriched with:
MITRE ATT&CK technique and tactic mappings extracted from rule tags.
Compiled SIEM… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/sigmaforge-detection-rules.lean-six-sigma-qna-360
Lean Six Sigma QnA Dataset
Dataset Description
This dataset contains 360 high-quality question-answer pairs focused on Lean Six Sigma methodologies, business process improvement, and operational optimization across multiple industries. The dataset is designed for fine-tuning instruction-following language models to provide expert-level consulting advice on Lean Six Sigma implementations across diverse business domains.
Dataset Structure
Data Fields… See the full description on the dataset page: https://huggingface.co/datasets/cw18/lean-six-sigma-qna-360.creative_writing
Creative Writing & Metrics Evaluation Dataset
Dataset Description
Each row is one human-written continuation of a creative-writing prompt, scored automatically by four LLM judges (gemini-2.0-flash, gemini-3.8-flash, gpt-4o, gpt-5.6-terra) and a set of traditional NLP metrics, and reviewed independently by multiple human raters on the same criteria.
The dataset consists of responses to creative writing prompts. Each prompt specifically contained a direction to… See the full description on the dataset page: https://huggingface.co/datasets/sigma-ai-research/creative_writing.lean-six-sigma-ner-360
Lean Six Sigma NER Dataset
Dataset Description
This dataset contains 360 high-quality Named Entity Recognition (NER) samples focused on Lean Six Sigma methodologies, business process improvement, and operational optimization across multiple industries. Each sample identifies and categorizes key entities, tools, and methodologies within DMAIC (Define, Measure, Analyze, Improve, Control) framework responses across diverse business domains.
Dataset Structure… See the full description on the dataset page: https://huggingface.co/datasets/cw18/lean-six-sigma-ner-360.lean-six-sigma-qna-v1
Lean Six Sigma QnA Dataset
Dataset Description
This dataset contains 102 high-quality question-answer pairs focused on Lean Six Sigma methodologies, business process improvement, and supply chain optimization. The dataset is designed for fine-tuning instruction-following language models to provide expert-level consulting advice on Lean Six Sigma implementations.
Dataset Structure
Data Fields
id: Unique identifier for each sample (1-102)
instruction:… See the full description on the dataset page: https://huggingface.co/datasets/cw18/lean-six-sigma-qna-v1.lean-six-sigma-cot-500
Lean Six Sigma Chain-of-Thought (CoT) Reasoning Dataset
Dataset Description
This dataset contains high-quality Chain-of-Thought (CoT) reasoning samples for Lean Six Sigma and statistical problem-solving. Each sample includes step-by-step expert reasoning, industry context, and method selection, covering DMAIC, hypothesis testing, FAQ, data reasoning, and mixed sample types. The dataset is designed for fine-tuning language models to perform advanced Chain-of-Thought… See the full description on the dataset page: https://huggingface.co/datasets/cw18/lean-six-sigma-cot-500.lean-six-sigma-ner-v1
Lean Six Sigma NER Dataset
Dataset Description
This dataset contains 102 high-quality Named Entity Recognition (NER) samples focused on Lean Six Sigma methodologies, business process improvement, and supply chain optimization. Each sample identifies and categorizes key entities, tools, and methodologies within DMAIC (Define, Measure, Analyze, Improve, Control) framework responses.
Dataset Structure
Data Fields
id: Unique identifier for each sample… See the full description on the dataset page: https://huggingface.co/datasets/cw18/lean-six-sigma-ner-v1.sigmaDataadd literally anything i dont care