datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
standard_humanevalk12-standards-instruction-tasks
K-12 Curriculum Tasks (generated)
2,489 generated instruction/input/output records covering five curriculum tasks:
assessment creation, learning objective generation, misconception detection, standard
explanation, and standards Q&A. Content is predominantly mathematics.
Important: the name is misleading
Despite the name, this dataset contains no school directory data. There are four
columns - task, input, output, metadata - and no staff, principal, or school… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-standards-instruction-tasks.Government-Auditing-Standards
Government Auditing Standards Corpus
Dataset Description
The Government Auditing Standards Corpus is a processed professional-standards dataset derived from the United States Government Accountability Office publication Government Auditing Standards.
Government Auditing Standards are commonly known as:
The Yellow Book
Generally Accepted Government Auditing Standards
GAGAS
The standards establish requirements and provide application guidance for conducting… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/Government-Auditing-Standards.biomed-fr-v3-enriched-softmin-standard
biomed-fr-v3-enriched-softmin-standard
This dataset is a quality-upsampled version of rntc/biomed-fr-v3-enriched using soft-min bottleneck sampling.
Preprocessing Method
Soft-min calculation:
Formula: s = (mean(q_k^p))^(1/p) where q_k are the 4 quality scores
Parameter p = -2.0
Weight computation:
Ratio preference (5 vs 1): R = 10
Gamma exponent: γ = 1.43 (computed as log(R)/log(5))
Weight formula: w = s^γ
Floor: w = max(w, median(w) × 0.05)
Resampling:
Target size:… See the full description on the dataset page: https://huggingface.co/datasets/rntc/biomed-fr-v3-enriched-softmin-standard.Statements-Of-Federal-Financial-Accounting-Concepts-And-Standards
Statements of Federal Financial Accounting Concepts and Standards
Dataset Summary
This dataset contains document-grounded question-and-answer samples based on the Statements of Federal Financial Accounting Concepts and Standards issued within the Federal accounting framework.
The source material establishes the concepts, principles, definitions, recognition criteria, measurement requirements, presentation standards, and disclosure expectations used in Federal… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/Statements-Of-Federal-Financial-Accounting-Concepts-And-Standards.BCE-Prettybird-Micro-Standard-v0.0.2
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.2.k12-mathematics-standards-expanded
K-12 Mathematics Standards, expanded (generated instruction data)
4,965 instruction/input/output records for mathematics, generated around a K-12
standards taxonomy for instruction-tuning and educational-content experiments.
How this was built (read this first)
These are programmatically generated training examples, not curriculum written by
educators and not the text of any official standard. A generator combined standards
metadata - codes, grade levels, domains… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-mathematics-standards-expanded.k12-science-standards
[!WARNING]
Deprecated - use k12-science-standards-expanded instead.
This dataset is superseded: every instruction in this set also appears there, plus 1,123 more and nine additional metadata columns. Nothing here is unique to it.
It stays online so existing references keep resolving, but it will not be updated.
New work should point at robworks-software/k12-science-standards-expanded.
K-12 Science Standards (generated instruction data)
6,787 instruction/input/output records… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-science-standards.k12-ela-standards-expanded
K-12 ELA Standards, expanded (generated instruction data)
12,282 instruction/input/output records for English Language Arts, generated around a K-12
standards taxonomy for instruction-tuning and educational-content experiments.
How this was built (read this first)
These are programmatically generated training examples, not curriculum written by
educators and not the text of any official standard. A generator combined standards
metadata - codes, grade levels… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-ela-standards-expanded.BCE-Prettybird-Micro-Standard-v0.0.1
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.1.Informal-Standard-English-Corpus
Dataset Description
This dataset is a parallel corpus of approximately 11,000 pairs of informal conversational English text and their normalized equivalents. The informal text mimics real-world digital communication, featuring slang, phonetic spellings, missing punctuation, and abbreviations. The normalized text provides a grammatically correct and semantically equivalent version.
The dataset was created to support machine translation tasks for low-resource languages. It… See the full description on the dataset page: https://huggingface.co/datasets/Bendang/Informal-Standard-English-Corpus.standardebooks-enPurified-openai-messages
📖 StandardEbooks-enPurified-openai-messages
StandardEbooks-enPurified is a highly curated, "prose-first" iteration of the Nelathan/standardebooks dataset.
While the source dataset provides excellent public domain literature, raw full-text novels are difficult to ingest directly into training pipelines. This dataset solves that by applying intelligent context-aware chunking and formatting the data into the OpenAI Messages standard.
The goal is to provide a clean, high-quality… See the full description on the dataset page: https://huggingface.co/datasets/enPurified/standardebooks-enPurified-openai-messages.BBC_Igbo-Pidgin_Gold-Standard_NLP_Corpus
BBC Igbo–Pidgin Gold-Standard NLP Corpus (Sample)
Sample dataset: High-quality annotated data for Nigerian Igbo and Pidgin English NLP
🤗 Hugging Face • 📊 Figshare • 🌐 Website • 📧 Contact
📋 Overview
The BBC Igbo–Pidgin Gold-Standard NLP Corpus (Sample) is a meticulously curated collection of professionally annotated text data designed to advance natural language processing for Nigerian languages. Created by Bytte AI, this sample corpus addresses the… See the full description on the dataset page: https://huggingface.co/datasets/Bytte-AI/BBC_Igbo-Pidgin_Gold-Standard_NLP_Corpus.k12-mathematics-standards-aligned
[!WARNING]
Deprecated - use k12-mathematics-standards-expanded instead.
This dataset is superseded: every input in this set also appears there, plus 366 more and two additional metadata columns. Nothing here is unique to it.
It stays online so existing references keep resolving, but it will not be updated.
New work should point at robworks-software/k12-mathematics-standards-expanded.
K-12 Mathematics Standards (generated instruction data)
4,397 instruction/input/output records… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-mathematics-standards-aligned.k12-social-studies-standards
K-12 Social Studies Standards (generated instruction data)
15,982 instruction/input/output records for social studies (civics, history, geography, economics), generated around a K-12
standards taxonomy for instruction-tuning and educational-content experiments.
How this was built (read this first)
These are programmatically generated training examples, not curriculum written by
educators and not the text of any official standard. A generator combined standards… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-social-studies-standards.texas-k12-curriculum-standards-teks
Texas K-12 Curriculum Standards (TEKS-derived)
15,040 generated learning-objective records organized around the Texas Essential
Knowledge and Skills (TEKS) taxonomy, spanning core academic subjects, Career & Technical
Education clusters, and specialized program areas.
How this was built (read this first)
These records are programmatically generated, not transcribed from official standards
documents. A generator took a standards taxonomy - codes, grade levels… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/texas-k12-curriculum-standards-teks.BCE-Prettybird-Micro-Standard-v0.0.4
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.4.k12-business-economics-standards
K-12 Business and Economics Standards
1,236 generated learning-objective records covering financial literacy, personal finance,
entrepreneurship, business management, and career development, organized around the
Jump$tart Personal Financial Education and NBEA Business Education standard structures.
How this was built (read this first)
These records are programmatically generated, not transcribed from official standards
documents. A generator took a standards… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-business-economics-standards.k12-ela-standards
[!WARNING]
Deprecated - use k12-ela-standards-expanded instead.
This dataset is superseded: every input in this set also appears there, plus 1,433 more and five additional metadata columns. Nothing here is unique to it.
It stays online so existing references keep resolving, but it will not be updated.
New work should point at robworks-software/k12-ela-standards-expanded.
K-12 ELA Standards (generated instruction data)
6,487 instruction/input/output records for English Language… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-ela-standards.BCE-Prettybird-Large-Standard-v0.0.1
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Large-Standard-v0.0.1.Wolof-Non-Standard-Orthography
Dataset Description
Dataset Summary
This dataset contains pairs of non-standard and standard Wolof text, designed for training models to normalize informal Wolof writing found on social media, messaging apps, and online platforms.
The non-standard versions simulate real-world informal Wolof text with French code-switching, phonetic spellings, missing diacritics, and common typing variations.
The original Standard Wolof and English sentences are extracted from… See the full description on the dataset page: https://huggingface.co/datasets/soynade-research/Wolof-Non-Standard-Orthography.DOD-Directive-type-Memorandum-22-001-Records-Management-Standards
DoD Records Management Standards for IT Systems and Services
Maintainer: Terry Eppler
Owner: US Federal Government
Dataset Summary
This dataset contains document-grounded question-and-answer records based on Department of Defense Directive-type Memorandum 22-001, “DoD Standards for Records Management Capabilities in Programs Including Information Technology,” dated March 3, 2022, and incorporating Change 2 effective February 22, 2024.
The source establishes… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DOD-Directive-type-Memorandum-22-001-Records-Management-Standards.BCE-Prettybird-Micro-Standard-v0.0.3
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.3.k12-ela-standards
K-12 English Language Arts Standards Dataset
📚 Comprehensive ELA Education Dataset
This dataset provides complete K-12 English Language Arts standards coverage for AI training and educational technology development.
📊 Dataset Summary
The K-12 ELA Standards Dataset contains:
546 educational standards across K-12
6487 AI training samples
Complete coverage of all major ELA domains
🎓 Educational Coverage
📖 Reading Literature: Fiction, poetry… See the full description on the dataset page: https://huggingface.co/datasets/ijanhq8809/k12-ela-standards.BCE-Prettybird-Micro-Standard-v0.0.5
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.5.us-address-standardization
US Address Standardization (PostGIS stdaddr schema)
Chat-format instruction data that maps a raw US address string to a strict JSON
object matching the PostGIS address_standardizer stdaddr type (camelCase keys,
USPS-abbreviated values). Used to fine-tune the qwen35-address-std model family.
Each row has three flat fields (system / user / assistant) for easy reading
and grepping; rebuild the chat messages list from them at train time:
{
"system": "<standardization… See the full description on the dataset page: https://huggingface.co/datasets/davidr99/us-address-standardization.BCE-Prettybird-Micro-Standard-v0.0.6
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Micro-Standard-v0.0.6.k12-science-standards-expanded
K-12 Science Standards, expanded (generated instruction data)
15,354 instruction/input/output records for science, generated around a K-12
standards taxonomy for instruction-tuning and educational-content experiments.
How this was built (read this first)
These are programmatically generated training examples, not curriculum written by
educators and not the text of any official standard. A generator combined standards
metadata - codes, grade levels, domains… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/k12-science-standards-expanded.california-k12-standards
California K-12 Educational Standards
3,410 records organized around California K-12 standards frameworks, including Common
Core, NGSS, ELD, CTE, and Ethnic Studies. Records carry a standard identifier, grade
level, subject area, domain, and generated learning-objective and application text.
How this was built (read this first)
These records are programmatically generated, not transcribed from official standards
documents. A generator took a standards taxonomy -… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/california-k12-standards.BCE-Prettybird-Large-Standard-v0.0.2
🚀 The Future Standard / Geleceğin Standartı
[English]
Beyond Raw Data: The Behavioral Revolution
The AI industry has been obsessed with the volume of data. At Prometech A.Ş., we are shifting the focus to the process of thought. BCE-Prettybird-Micro-Standart is not just a collection of Q&As; it is a blueprint for behavioral reasoning. By integrating Path Mapping and Behavioral DNA into the training loop, we are setting the new industry standard: Small models with elite… See the full description on the dataset page: https://huggingface.co/datasets/pthinc/BCE-Prettybird-Large-Standard-v0.0.2.