🏷️ knowledge-graph
5 pages tagged with knowledge-graph(4 articles, 1 concepts)
📄 AgentSchool: An LLM-Powered Multi-Agent Simulation for Education
> Ye et al. (2026) introduce **AgentSchool**, an LLM-driven multi-agent [[simulating-students|simulator]] that models learning as **state transition rather than prompted behavior**. It couples cogniti…
📄 Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents
> Wu et al. (2025, ACL) tackle the core challenge of [[simulating-students]]: LLMs trained as "helpful assistants" produce overly perfect answers and fail to model the natural imperfections and varied…
📄 Rethinking Higher Education: From Fixed Curricula to Learnity Graphs
> **Synthesis:** Szekely, Gal-Ezer & Harel (2026) argue that AI-mediated knowledge access warrants rethinking fixed higher-education curricula, proposing "learnity graphs" — structured representations…
📄 VeriForge: Mitigating Latent Knowledge Gaps in Narrative Drafting via Mixed-Initiative Scaffolding
> **Synthesis:** Sun et al. (2026) present VeriForge, a mixed-initiative [[generative-ai]] writing system that assumes initiative over domain discovery while the author retains initiative over narrati…
🏷️ RAG (Retrieval-Augmented Generation)
> **RAG (Retrieval-Augmented Generation)** — an AI architecture that combines information retrieval with text generation, allowing LLMs to ground responses in external knowledge sources rather than re…