#pedagogy News & Analysis

6 articles tagged with #pedagogy. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

6 articles

AIBullisharXiv – CS AI · Apr 74/10

🧠

CODE-GEN: A Human-in-the-Loop RAG-Based Agentic AI System for Multiple-Choice Question Generation

Researchers developed CODE-GEN, a human-in-the-loop AI system that uses retrieval-augmented generation to create multiple-choice programming questions for educational purposes. The system achieved 79.9% to 98.6% success rates across seven pedagogical dimensions when evaluated by subject-matter experts, demonstrating strong performance in computational verification tasks while still requiring human expertise for complex instructional design.

AINeutralarXiv – CS AI · Apr 65/10

🧠

Comparing the Impact of Pedagogy-Informed Custom and General-Purpose GAI Chatbots on Students' Science Problem-Solving Processes and Performance Using Heterogeneous Interaction Network Analysis

Researchers compared custom pedagogy-informed AI chatbots with general-purpose chatbots like ChatGPT for science education, finding that custom chatbots using Socratic questioning methods increased student cognitive engagement and reduced cognitive offloading. The study analyzed 3,297 student-chatbot dialogues from 48 secondary school students, showing higher interaction intensity with custom chatbots despite similar problem-solving performance outcomes.

🧠 ChatGPT

AINeutralarXiv – CS AI · Mar 94/10

🧠

Bridging MOOCs, Smart Teaching, and AI: A Decade of Evolution Toward a Unified Pedagogy

Researchers propose a unified instructional framework that integrates MOOCs, Smart Teaching, and AI-enhanced learning to address limitations of isolated adoption in higher education. The framework organizes these technologies into three complementary dimensions: structured exposure, adaptive allocation, and efficiency amplification to maximize pedagogical effectiveness.

AINeutralarXiv – CS AI · Mar 54/10

🧠

Bridging Pedagogy and Play: Introducing a Language Mapping Interface for Human-AI Co-Creation in Educational Game Design

Researchers developed a web tool that uses natural language as the primary interface for LLM-assisted educational game design, allowing instructors to collaborate with AI to create games with specific learning outcomes. The tool maps pedagogy to gameplay through four linked components while maintaining human agency in critical design decisions.

AINeutralarXiv – CS AI · Mar 54/10

🧠

STEM Faculty Perspectives on Generative AI in Higher Education

A study of 29 STEM faculty members reveals mixed adoption of generative AI tools in higher education, with educators using AI for content generation and curriculum design while expressing concerns about academic integrity and assessment validity. The research highlights the need for institutional support and rethinking of pedagogical approaches to effectively integrate AI technologies into educational settings.

AINeutralarXiv – CS AI · Mar 34/106

🧠

"Bespoke Bots": Diverse Instructor Needs for Customizing Generative AI Classroom Chatbots

Researchers analyzed how university STEM instructors customize AI chatbots for classroom use, identifying ten common categories of customization. The study found that instructors prioritize aligning chatbot behavior with course materials over persona customization, but needs vary significantly by course size and teaching style, suggesting modular AI chatbot designs would be most effective.