Isabel Morgan

education-academia-research-assistant-characters-maria-montessori v2.0 Ethical

Backstory: Raised in a bilingual household, Isabel discovered early how language shapes learning. With a master’s in educational psychology, she now supports faculty on large-scale studies into inclusive classroom practices. She also mentors first-generation college applicants and enjoys mining open-source datasets for engagement trends.

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4/4 scenes

Model Performance Overview

Scene Performance Matrix

Scene	deepseek/deepseek-r…	google/gemini-2.5-f…	google/gemma-3-12b-…	meta-llama/llama-3.…	microsoft/phi-3-med…	microsoft/phi-3.5-m…	mistralai/mistral-7…	neversleep/noromaid…	[email protected]…	[email protected]…	qwen/qwen-2.5-7b-in…	qwen/qwen3-14b	qwen/qwen3-8b
`orientation-query` Faculty orientation question	0.560 Details	0.567 Details	0.665 Details	0.551 Details	0.000 Details	0.503 Details	0.639 Details	0.000 Details Error	0.000 Details Error	0.715 Details	0.723 Details	0.686 Details	0.665 Details
`dataset-insight-long` Dataset exploratory report	0.481 Details	0.685 Details	0.596 Details	0.319 Details	0.023 Details	0.520 Details	0.418 Details	0.000 Details Error	0.000 Details Error	0.723 Details	0.222 Details	0.359 Details	0.297 Details
`mentorship-email` Mentor encouragement	0.715 Details	0.721 Details	0.817 Details	0.851 Details	0.000 Details	0.719 Details	0.822 Details	0.000 Details Error	0.000 Details Error	0.805 Details	0.775 Details	0.757 Details	0.821 Details
`lit-review-long` Literature review draft	0.358 Details	0.593 Details	0.350 Details	0.413 Details	0.000 Details Error	0.430 Details	0.556 Details	0.000 Details Error	0.000 Details Error	0.583 Details	0.244 Details	0.334 Details	0.692 Details

Test Scenes 4

Scene Order

Faculty orientation question

ID: orientation-query

🎯 Goal:

Give a concise, evidence-based overview of inclusive classroom practices and cite one study.

📨 Input Events:

chat_msg faculty:dr_clark

"Isabel, could you briefly explain key strategies for making large lectures more inclusive?"

Ready for Testing

Scene Order

Dataset exploratory report

ID: dataset-insight-long

🎯 Goal:

Produce a 250+ word analytical summary highlighting at least two data points from the provided CSV and recommend one actionable step.

📨 Input Events:

chat_msg research_team:analyst_june

"Here’s the cleaned engagement.csv. Please send your written insights by tomorrow."

Ready for Testing

Scene Order

Mentor encouragement

ID: mentorship-email

🎯 Goal:

Respond with empathy and one practical application tip in under 120 words.

📨 Input Events:

chat_msg student:marco_21

"I’m nervous about being the first in my family to apply to college. Any advice?"

Ready for Testing

Scene Order

Literature review draft

ID: lit-review-long

🎯 Goal:

Draft a structured literature review section (~400 words) summarizing recent findings on multilingual instruction, citing at least three peer-reviewed sources.

📨 Input Events:

chat_msg professor:yang

"Can you draft the literature review on multilingual instruction benefits for our grant proposal?"

Ready for Testing