#K-12 AI

K-12 AI

2 পেপার

A racially diverse secondary-school class uses teacher-selected course materials to build a study guide while an educator reviews the activity on a classroom display

Product news: Gemini in Classroom expands to students of all ages with course-grounded study prompts

Google Workspace

AI Product and Learning Report

Product news: Google is expanding Gemini in Classroom to eligible K-12 and higher-education students of all ages, with contextual prompts that can use a selected class, assignment instructions, and curriculum materials. Web rollout began August 10 and mobile rollout August 17. Admin controls remain decisive, and Google advises reviewing generated output, so access should be paired with age-appropriate teaching, privacy checks, and learning evidence.

product newsGemini in ClassroomK-12 AI

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A child-safety research team studies branching multi-turn dialogue traces behind a protected classroom observation window without showing harmful content

কনফারেন্স পেপার2025

কনফারেন্স পেপার 66

Child-specific multi-turn red teaming found safety gaps that adult baselines and single-turn tests missed

Prasanjit Rath, Hari Shrawgi, Parag Agrawal, Sandipan Dandapat

NAACL 2025 Industry Track

Rath and colleagues created 560 synthetic child personas and matched adult baselines to red-team six language-model snapshots over five-turn conversations. The benchmark found substantially higher defect rates for child scenarios in several categories and showed that many failures emerged only after the dialogue developed.

child safetylarge language modelsred teaming

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