AI+Education Data Infrastructure

Education Datasets
Intelligent Learning Engine

Langhui Tech is deeply engaged in education AI data services, building 22 high-quality datasets covering K12 basic education, higher education, vocational education, subject knowledge graphs, and education assessment. With a 10M+ question bank, 500K+ lesson plans, and a 5,000+ certified teacher expert network, we provide high-quality, multi-disciplinary, all-grade corpora for education large model training.

22
Datasets
10M+
Question Bank
500K+
Lesson Plans
5,000+
Certified Teachers
education-ai.py
import langhuiai as lh

# Load education datasets
education = lh.Education.load([
  'k12-textbooks',      # K12 textbooks
  'exam-questions',     # Question bank
  'lesson-plans',      # Lesson plans
  'knowledge-graph',    # Knowledge graph
  'assessment'         # Assessment data
])

# Train education large model
model = lh.EducationLLM(
  backbone='khanmigo-gpt4',
  subjects=['Math','Physics','Chemistry','Biology','Chinese','English'],
  teacher_validated=True
)

print("✅ Education AI model training data loaded")
Education AI Frontier

2025-2026 Breakthroughs in Education AI

From Khanmigo personalized tutors to GPT-4 education large models, from multimodal teaching to intelligent assessment, AI is profoundly reshaping the education ecosystem


01
Khan Academy 2025

Khanmigo Personalized AI Tutor

Khan Academy's personalized AI tutor serves 10 million students with all-subject tutoring. Built on GPT-4, Khanmigo uses Socratic dialogue to guide student thinking and has been deployed in thousands of schools across the United States.

10M students · All-subject tutoring

02
OpenAI 2025

GPT-4 Education Large Model

OpenAI released an education-specific version of GPT-4, supporting multi-subject tutoring, adaptive learning, and intelligent grading. It outperforms 80% of human test takers on benchmarks such as SAT and AP exams, driving rapid development of education large models.

Multi-subject tutoring · Adaptive learning

03
MIT 2025

Multimodal Intelligent Teaching

MIT released a multimodal teaching AI system that supports video, image, and text understanding. It analyzes classroom teaching videos, recognizes student expressions and engagement, and provides teachers with real-time teaching feedback, improving classroom efficiency by 35%.

Video/Image/Text multimodal

04
ETS 2025

Intelligent Automated Scoring System

ETS launched an AI automated scoring system covering standardized tests such as SAT/GRE, achieving scoring consistency above 95%. The AI scoring system has graded over 100 million exam papers, significantly shortening scoring cycles and reducing labor costs.

Scoring consistency 95%+ · SAT/GRE

05
Stanford 2026

Subject Knowledge Graph

Stanford released an education knowledge graph covering 100,000+ knowledge points across all K12 subjects, building structured graphs of prerequisite dependencies, relationships, and competency levels to support personalized learning path recommendations and knowledge gap diagnosis.

100K+ knowledge points · All K12 subjects

06
Pearson 2025

Adaptive Learning Platform

Pearson launched an AI adaptive learning platform that dynamically adjusts learning paths and difficulty based on learning behavior data. Covering 50 million learners worldwide, it improves average learning efficiency by 40% and knowledge mastery by 25%.

Learning efficiency up 40%
Langhui Education Data Layout

Langhui Education Data Strategic Layout

Built on trusted data as the foundation, constructing full-grade data infrastructure for education AI

K12/Higher Education Corpora

Subject textbooks, exam questions, and lesson plans covering all K12 grades and subjects, including systematic corpora for Chinese, Math, English, Physics, Chemistry, Biology, History, Geography, and other core subjects.

All grades · All subjects

Subject Knowledge Graph

Math/Physics/Chemistry/Biology/History/Chinese, 100,000+ knowledge points, building structured graphs of prerequisite dependencies, relationships, and competency levels.

100K+ knowledge points

Education Assessment Data

Scoring standards, learning behaviors, competency diagnosis, and learning analytics — multi-dimensional education assessment data supporting intelligent scoring and learning diagnosis AI training.

Multi-dimensional assessment

Teacher Expert Network

5,000+ certified teachers covering all subjects, with expert review and quality control. An expert review team composed of frontline teachers, teaching researchers, and master teachers.

5,000+ certified teachers
Subject Coverage 95%

Covers all K12 subjects + core university majors

Annotation Accuracy 98%

Certified teacher dual review + AI-assisted verification

Grade Coverage 100%

Primary / Middle / High School / University / Vocational

Expert Review Coverage 90%

5,000+ certified teachers participate in annotation review

Education Data Asset Panorama

Education Data Asset Panorama

22 high-quality datasets covering all education AI scenarios

All · 15
K12 Textbooks · 3
Question Bank · 3
Lesson Plans · 3
Knowledge Graph · 3
Assessment Data · 3
K12 Textbooks

K12 Chinese Textbook Dataset

Full-text corpora of K12 Chinese textbooks from PEP, Sujiao, and Ministry-compiled editions, including structured annotations for texts, vocabulary, reading comprehension, and writing samples.

120K articles Texts + annotations
K12 Textbooks

K12 Math & Science Textbook Dataset

Math, Physics, Chemistry, and Biology science textbook corpora, with structured annotations for formulas, theorems, examples, and experiments, covering all K12 grades.

80K articles Formulas + theorems
K12 Textbooks

K12 English & Humanities Textbook Dataset

Textbook corpora for English, History, Geography, Politics, and other humanities subjects, with structured annotations for vocabulary, grammar, historical sources, and maps.

100K articles Bilingual + annotated
Question Bank

Primary & Secondary School Question Bank Dataset

Covering all grades from primary to high school, including multiple choice, fill-in-the-blank, and free-response questions, with standard answers and detailed explanations.

5M questions Answers + explanations
Question Bank

Gaokao Real & Mock Exam Dataset

Past Gaokao (college entrance exam) questions and mock exams from top schools, with deep annotations including tested knowledge points, difficulty coefficients, solution approaches, and knowledge chains.

2M questions Points + difficulty
Question Bank

Subject Competition Question Bank Dataset

Question banks for five major subject competitions: Math, Physics, Chemistry, Biology, and Informatics Olympiads, with annotations for questions, answers, solution methods, and knowledge point analysis.

3M questions Competition annotated
Lesson Plans

Primary & Secondary School Lesson Plan Dataset

High-quality lesson plans across all subjects, with structured annotations for teaching objectives, key and difficult points, teaching processes, board designs, and homework assignments.

300K plans Structured lesson plans
Lesson Plans

Courseware PPT Dataset

High-quality courseware PPTs with multimodal content including graphics, animations, and videos, categorized and annotated by subject, chapter, and knowledge point.

150K files Multimodal
Lesson Plans

Master Teacher Classroom Recording Dataset

Classroom recording videos and transcripts from master teachers, with deep annotations for teaching segments, teacher-student interactions, and teaching strategies.

50K lessons Video + text
Knowledge Graph

Subject Knowledge Graph Dataset

Knowledge point relationship graphs across Math/Physics/Chemistry/Biology/History/Chinese subjects, including prerequisite dependencies, relationships, and competency levels.

100K knowledge points Knowledge graph
Knowledge Graph

Knowledge Point-Question Association Dataset

Association annotations between questions and knowledge points, with each question mapped to tested knowledge points, competency levels, and cognitive dimensions, supporting intelligent question generation and diagnosis.

5M associations Association annotated
Knowledge Graph

Learning Path Dataset

Personalized learning path data based on knowledge graphs, including learning sequences, knowledge point mastery, and recommended paths.

1M paths Path recommendation
Assessment Data

Learning Behavior Dataset

Student online learning behavior data, including multi-dimensional behavior logs for answering questions, watching videos, and interactions, supporting learning analytics AI training.

100M records Behavior logs
Assessment Data

Competency Diagnosis Dataset

Student subject competency diagnosis data, with annotations for knowledge point mastery, competency levels, and weak areas, supporting personalized diagnosis AI.

2M records Competency diagnosis
Assessment Data

Scoring Standard Dataset

Subjective question scoring standards and samples across subjects, with annotations for scoring rubrics, scoring points, and typical answers, supporting intelligent grading AI training.

500K records Scoring standards
Three Business Synergies

Three Businesses Empowering Education AI

Trusted datasets + customized data services + certified expert network, building full-pipeline data infrastructure for education AI

Business 1

Trusted Datasets

22 ready-to-use standardized education datasets in JSON format, available for immediate use. Covering five major categories: K12 textbooks, question bank, lesson plans, knowledge graph, and assessment data — out-of-the-box corpora for education AI training.

  • 22 standard datasets · JSON format
  • Buy and use immediately · API access
  • Five major education domains
Business 2

Custom Data Services

Industrial-grade annotation platform, customizing education annotations on demand. Teacher expert review + AI-assisted annotation, supporting customized needs such as textbook annotation, question analysis, lesson plan generation, and knowledge graph construction.

  • Industrial annotation · Teacher review
  • On-demand customization · Flexible delivery
  • AI-assisted · 10x efficiency boost
Business 3

Certified Expert Network

5,000+ certified teacher expert network, covering all subjects. A quality moat composed of frontline teachers, teaching researchers, and master teachers, providing professional review and quality control for education data annotation.

  • 5,000+ certified teachers · All subjects
  • Quality moat · Professional review
  • Dual quality control · 98% accuracy
Application Scenarios

Six Education AI Application Scenarios

Six typical AI application scenarios based on Langhui education datasets

Personalized Learning

Based on learning behavior and competency diagnosis data, building adaptive learning paths and recommending personalized learning content, with 40% improvement in learning efficiency.

Intelligent Tutoring

AI tutor for all-subject tutoring, based on the Khanmigo paradigm, using Socratic dialogue to guide student thinking, covering all K12 grades.

Automated Scoring

Intelligent grading system with automated scoring for subjective questions, achieving 95%+ scoring consistency, covering essays, free-response questions, and other types.

Education Assessment

Learning analytics and competency diagnosis, multi-dimensional assessment of student learning status, providing teachers with precise teaching decision support.

Knowledge Graph

Subject knowledge point association and dependency analysis, 100K+ knowledge points building an education knowledge network, supporting intelligent question generation and diagnosis.

Teaching Assistance

Lesson plan generation, courseware creation, and instructional design — AI assists teachers in lesson preparation, reducing prep time by 60% and improving teaching quality.

Business Cooperation

Start Your Education AI Data Journey
Build AI+Education Data Infrastructure Together

Contact Langhui data experts to get the complete education dataset catalog, trial access, and customized solutions

22
Core Datasets
10M+
Question Bank
5,000+
Certified Teachers
lk@langhuiai.com | 137-5502-0164