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StudentBench: AI and human tutoring yield equivalent GRE learning gains

arXiv cs.AI / cs.LG / cs.CLby Curtis Northcutt ()1 min read1 · 1 read
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StudentBench finds AI tutoring statistically matches expert human tutors on GRE learning gains at far lower cost.

StudentBench is a public AI teaching-evaluation suite drawing on more than 175,000 student-AI messages. Across 2,383 participants, AI tutoring was statistically equivalent to expert human tutoring on Quantitative and Verbal GRE questions (p = .015), and the best AI tutor surpassed the human tutor on average in five of seven domains. One tutor matched human learning gains (p = .044) at about 918 times lower cost, USD 0.0052 versus USD 4.81 per percentage point gained. Expert tutors also compared LLM lesson plans and practice problems in 2,028 pairwise rubric evaluations.

Key facts
  • Study measured GRE gains across 2,383 people and over 175,000 student-AI messages.
  • AI tutoring was statistically equivalent to expert human tutoring (p = .015).
  • Best AI tutor beat the human tutor on average in five of seven domains.
  • One tutor matched human gains at about 918 times lower cost.
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From the original article

1 min read at arxiv.org

Artificial intelligence offers an unprecedented opportunity to augment human capabilities, yet progress at the frontier has focused primarily on advancing model capabilities.

arXiv cs.AI / cs.LG / cs.CL

By Curtis Northcutt · arxiv.org

Read the full article at arXiv cs.AI / cs.LG / cs.CL

A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.