Human computer interaction and cognitive issues

Short papers on human-computer interaction in learning, including linguistic cues in human versus AI feedback, gesture-based heritage-language literacy, and real-time metacognitive feedback. Several talks design AI partners and multi-agent systems supporting self-regulated learning and metacognitive calibration.