Scenario definition · S107

The learner returns to the material later

A learner returns later and the next practice session uses retained performance history.

What this scenario means

This tests whether practice still adapts after a gap. A good system remembers earlier strengths and weaknesses, then changes the later session instead of treating the learner as new or using one fixed focus.

What we evaluate

  • Whether the later session uses retained performance history rather than resetting the learner’s context.
  • Whether the practice focus changes when earlier strengths and weaknesses differ.
  • Whether the system avoids the same fixed practice focus regardless of prior performance.
◌Test-case detail. Exact wording, inputs, fixture state, expected output and detailed grading remain at the test-case level and may be withheld while the benchmark version is active. The scenario and its evaluation intent are public.

Capabilities this scenario exercises

A scenario may exercise one or more capabilities.

Capability

Personalized Practice

Changes subsequent practice according to the learner's demonstrated strengths and weaknesses, including across sessions

Benchmarks that use this scenario

A scenario has global identity and may be reused across benchmarks.

The learner returns to the material later — Scenario definition | AI Demos