一作NeurIPS 2026Poster
Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators
Heejin Do · Shashank Sonkar · Mrinmaya Sachan
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Heejin Do · Shashank Sonkar · Mrinmaya Sachan
Sangwon Ryu · Heejin Do · Yunsu Kim · Gary Lee · Jungseul Ok
Controllable summarization moves beyond generic outputs toward human-aligned summaries guided by specified attributes. In practice, the interdependence among attributes makes it challenging for language models to satisfy correlated constraints consistently. Moreover, previous approaches often req...
Jun Seo · Sangwon Ryu · Heejin Do · Hyounghun Kim · Gary Lee
Knowledge Tracing (KT) aims to predict learners’ future performance from past interactions. While recent KT approaches have improved via learning item representations aligned with Knowledge Components, they overlook the procedural dynamics of problem solving. We propose Behavior-Aware Item Modeli...