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Compass – Guidance and direction for LLMs as a teaching assistant. Helping students navigate assessments and teachers to provide feedback

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Compass: Custom GPT Framework for NCEA Achievement Standards

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Compass is a framework designed to help educators in New Zealand create custom GPT models aligned with Achievement Standards within the NCEA (National Certificate of Educational Achievement) framework. This tool guides teachers in crafting AI-driven learning assistants tailored to specific assessment standards, providing students with interactive support that matches the learning outcomes and grading criteria of each Achievement Standard.

Table of Contents

Why Use Compass?

Compass helps educators:

  • Create Targeted AI Assistants: Align AI feedback with NCEA Achievement Standards, ensuring students receive guidance directly related to their learning goals.
  • Customize GPT Interactions: Design prompts and feedback that build student understanding step-by-step.
  • Simplify Moderation and Grading: Integrate Achievement Standards into AI feedback, ensuring student responses meet NCEA expectations.

Key Features

  • General Instruction Set for Educational LLMs: Compass offers a robust set of general instructions that define the foundational behavior of Language Learning Models (LLMs) in an educational context. These instructions ensure that the AI interacts with students in a manner that is supportive, informative, and aligned with best teaching practices.

  • Achievement Standard-Specific Instruction Sets: Tailor each GPT model to specific NCEA Achievement Standards by integrating targeted instruction sets. This customization allows the AI to address the unique requirements and learning outcomes of each standard, providing relevant and precise feedback based on the criteria for Achieved, Merit, and Excellence.

  • Fine-Tuning Framework for Enhanced Alignment: Utilize Compass's modular fine-tuning framework to adjust and refine the LLM's responses. This feature enables educators to tweak the AI's interactions, ensuring that the feedback and guidance provided are closely aligned with the nuanced expectations of NCEA assessments. The fine-tuning process called "clarifications" guides the LLMs evaluation of grade boundaries, key indicators often found in moderation reports and how to approach feedback:

    • N1 & N2 EVALUATION, KEY INDICATORS, APPROACH
    • A3 & A4 EVALUATION, KEY INDICATORS, APPROACH
    • M5 & M6 EVALUATION, KEY INDICATORS, APPROACH
    • E7 & E8 EVALUATION, KEY INDICATORS, APPROACH

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Compass – Guidance and direction for LLMs as a teaching assistant. Helping students navigate assessments and teachers to provide feedback

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