LLM Tutors Overassist: Early, Frequent Interventions Undermine Learning
The paper presents Int‑Bench, a benchmark that pits a simulated student against an LLM "teacher" across coding, math, and puzzles. LLMs intervene earlier, more often, and give full answers—boosting immediate success but stifling genuine reasoning and long‑term skill growth.