A governed LLM routing system for lab tutoring raises challenge-alignment from 0.90 to 0.98, boosts productive-struggle time, and cuts token costs by two-thirds while preserving answer accuracy.
The role of tutoring in problem solving
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Geometry-aware spatial audio generated from 360-degree video structure improves spatial navigation and reduces cognitive load for blindfolded participants compared to mono and stereo audio.
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Policy-Governed LLM Routing with Intent Matching for Instrument Laboratories
A governed LLM routing system for lab tutoring raises challenge-alignment from 0.90 to 0.98, boosts productive-struggle time, and cuts token costs by two-thirds while preserving answer accuracy.
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EscFOA: Enhancing Spatial Learning for Visually Impaired Learners via Generative Spatial Audio in 360-Degree Educational Environments
Geometry-aware spatial audio generated from 360-degree video structure improves spatial navigation and reduces cognitive load for blindfolded participants compared to mono and stereo audio.