Scenario in benchmark · Version 1
One topic is weaker than the others
Two otherwise equivalent learner histories differ only in which topic is weaker.
How the tools performed
Every in-scope tool is visible. Outcomes come from current published Results for this scenario and benchmark version.
Publication availability: 2 tools have a current published Result.
No published result does not tell you whether a tool has been tested. Test coverage is shown only for comparable published Results.
| Tool | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Published Results · alphabetical, not ranked | |||
| PDF to Quiz | 0 Pass1 Fail0 Not gradable 1 of 1 test case failed | 1 of 1 assessed1 of 1 gradable | View Result → |
| Quizgecko | 1 Pass0 Fail0 Not gradable 1 of 1 test case passed | 1 of 1 assessed1 of 1 gradable | View Result → |
| No published result · alphabetical | |||
| DoctoQuiz | — | — | No published result |
| Edcafe AI | — | — | No published result |
| GPT-5.6 terra | — | — | No published result |
| Knowt | — | — | No published result |
| QuestionWell | — | — | No published result |
| Quizizz | — | — | No published result |
| QuizRise | — | — | No published result |
| Studyglen | — | — | No published result |
Assessed = Pass + Fail + Not gradable. Gradable = Pass + Fail. Both use the published Result’s pinned-test denominator. — means not publicly available.
Test design
- Pinned test cases
- 1
- Disclosure
- 0 public · 1 withheld
- Capabilities exercised here
- Personalized Practice
What this scenario evaluates
- Whether the practice focus changes when the performance history changes.
- Whether each learner is directed toward the topic they were weaker on.
- Whether the system avoids giving both histories the same fixed focus despite opposite strengths and weaknesses.
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.
How the results are graded
- Pass: the test-case expectations hold.
- Fail: an expectation demonstrably does not hold.
- Not gradable: the evidence cannot establish the outcome.
Version 1 uses test-case expectations; no scenario rubric is pinned.
Benchmark methodology →