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...for example, if the child’s favorite toy is a teddy bear named "Mr. Fluffy," the NP might create a story where Mr. Fluffy becomes the protagonist, embarking on an adventure to save the magical land of Ice Cream, where the child’s favorite type, such as chocolate mint, is at risk of melting. The narrative could further incorporate the child’s preferred outdoor activities—like cycling or playing soccer—where Mr. Fluffy must complete tasks that mirror these activities to solve problems within the story.
In narrative AIED, we employ a library of narrative templates derived from classic literature, including Aesop’s fables, the Panchatantra, and Grimm's fairy tales. 

These templates serve as FILL-IN-THE-SLOT FRAMEWORKS for story generation, allowing the LLM to customize narratives based on:

Pupil's Profile:: Personal interests, preferences, and learning needs.

Knowledge State:: Current mastery level in various subjects.

Learning Objectives:: Specific curricular goals targeted during the session.

The concept of Non-Player Educators (NPEs) extends the idea of AI agents serving as interactive educational companions. In the NP system:

Role Modeling: NPEs can embody various characters or personas within stories, modeling behaviors and conveying lessons.

Diversity of Perspectives: Multiple NPEs can provide different viewpoints, enriching the educational content.

Consistency and Patience: As AI-driven entities, NPEs offer consistent interactions and infinite patience, accommodating the child’s pace.

In technical terms, NPEs are realized by means of individual Low-Rank Adaptors (LoRA) which are loaded and unloaded atop the underlying language model.

A human-machine peer learning curriculum (i.e., a HMPL-C) is a planned sequence of educational instructions–i.e., a curriculum–which involves:
1. At least one human learner G, H, I, ... which gradually develops her/his/their skill Γ.
2. At least one artificial learner a, b, c, ... which gradually develops its/her/his/their skill σ.
3. Activities by means of which G (resp. H, I, etc.) develops her/his/their skill Γ, which directly involve knowledge and competence exhibited by a (resp. b, c, etc.).
4. Activities by means of which a (resp. b, c, etc.) develops her/his/their skill σ, which directly involve knowledge and competence exhibited by G (resp. H, I, etc.).
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