ARPG+ shifts cognitive load composition toward productive effort and reduces overload frequency in simulation¶

Claim · All claims
Evidence · 1 study (2 entries) · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? For ARPG+, extraneous load declines 64% (5.8 to 2.1) while germane load rises from 2.3 to 6.8, and total load descends from 9.95 to 7.05 (29% reduction). → Ye 2026 q2 i? ARPG+ achieves 97.2% safe operation with only 15 severe events (0.3%), while Baseline suffers 18.3% overload including 523 severe incidents (10.5%). → Ye 2026 (2)

Evidence¶

Ye 2026¶

Ye, P.-G., Mo, K., Long, Y., Liu, M., Sang, H., & Zheng, J. (2026). ARPG+: a simulation-based study of real-time coaching for educational LLM prompting. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00606-9

q2 · i? · design · r2

Cognitive load dynamics analysis (Fig. 7) contrasting ARPG+ and Baseline stacked area charts over 20 turns. ARPG+ shows "extraneous load declines 64%" and "Total load descends from 9.95 to 7.05 (29% reduction)"; Baseline maintains persistently high extraneous load averaging 6.9.

"For ARPG+, extraneous load declines 64% (5.8 to 2.1) while germane load rises from 2.3 to 6.8, shifting effort toward productive schema building. T otal load descends from 9.95 to 7.05 (29% reduction)."

Ye 2026 (2)¶

Ye, P.-G., Mo, K., Long, Y., Liu, M., Sang, H., & Zheng, J. (2026). ARPG+: a simulation-based study of real-time coaching for educational LLM prompting. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00606-9

q2 · i? · design · r2

Overload distribution analysis (Fig. 8) categorizing 5000 interactions per method (250 learners × 20 turns) as severe, mild, or safe. ARPG+ achieves "97.2% safe operation"; Baseline suffers "18.3% overload" with 523 severe incidents, a 35-fold increase over ARPG+.

"ARPG+ achieves 97.2% safe operation with only 15 severe events (0.3%). Base -line suffers 18.3% overload, including 523 severe incidents (10.5%)—a 35-fold increase."

Discussion¶

Related Claims¶

• Adaptive fading with periodic reinforcement yields higher independence than fixed-high or linear-decay scaffolding in simulation — related
• ARPG+ produces higher final prompt quality than unguided, template, and rule-based conditions among simulated learners — related
• Cognitive Overload Degrades Learning — a broader claim this one bears on
• Self-reported extraneous cognitive load correlates negatively with germane load and with expected probability of success in an algebra task — related
• Participants in the rule-based simulation game perceived it as demanding, and learning and applying its procedures and rules hindered investment in their learning goals — related
• Germane cognitive load is reformulated as redistributing working memory resources from extraneous to intrinsic processing rather than adding to total load — a broader claim this one bears on
• ARPG+ reaches quality milestones faster than comparison conditions in simulation — related