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Tutorial math and concept explanations are wrong

Tutorial explanations of attention, normalization, positional encoding, and model shapes contain factual errors or unclear claims.

Tier I · Proven The best-established problems.

14 public reports · first reported 18 July 2025 · last reported 11 February 2026

Idea report · $19 · No contacts · All sales final

See a sample idea report

What's going wrong

Readers of the textbook report a range of wrong or confusing statements.

AI-assisted: written with the help of AI from the reports. The idea report has the full summary.

In the idea report

  • The full summary.
  • The products the 14 reports are about, and how many came each month.
  • Related problems.

No business has been found with this problem yet, so the report has no contacts. All sales are final — no refunds. Pricing.