Semester-long tracking of 96 students showed LLM usage fell 42.7 points and verification dropped 19.4 points in team work, with 18.9% of consistent individual users stopping entirely in teams.
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GenAI produced larger self-efficacy gains but noticeably lower learning outcomes than live tutoring, with visualizations underused and GenAI facing barriers on advanced topics.
Replication survey in three Middle Eastern countries finds language fluency predicts AI trust, with female students in Saudi Arabia showing lower trust than males unlike US patterns.
citing papers explorer
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Less Deliberate in Teams: Student LLM Use Across Individual and Collaborative Work
Semester-long tracking of 96 students showed LLM usage fell 42.7 points and verification dropped 19.4 points in team work, with 18.9% of consistent individual users stopping entirely in teams.
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Characterization and Effects of CS2 Learning with GenAI, Visualization, and Human Support
GenAI produced larger self-efficacy gains but noticeably lower learning outcomes than live tutoring, with visualizations underused and GenAI facing barriers on advanced topics.
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Trust in AI among Middle Eastern CS Students: Investigating Students' Trust and Usage Patterns Across Saudi Arabia, Kuwait and Jordan
Replication survey in three Middle Eastern countries finds language fluency predicts AI trust, with female students in Saudi Arabia showing lower trust than males unlike US patterns.