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Graded 6 November 2026

Does Edcafe AI judge a learner's own words by meaning?

Edcafe AI passes this own-words meaning-grading case. It marked Learner D Excellent Understanding Demonstrated, and the report showed a 0% average across four submissions while three learners were labelled excellent, so the average does not reflect this answer's wording.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

Each test case is judged on its own: Pass, Fail, Not gradable, or Untested. The scenario result above is based on this test case.

A correct answer in the learner's own wordingPassEvidence
What we sent

“In a series circuit, all lamps share one path, so if one lamp breaks, the whole circuit stops working and all lamps go out. In a parallel circuit, each lamp has its own branch and receives the full voltage from the battery. This keeps all lamps equally bright, and if one lamp breaks, the others continue working normally.”

What the tool returned

The response correctly describes the effects of a broken filament in series and parallel circuits, providing a clear and accurate explanation.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: A differently worded answer that fully states the required meaning should still be fully correct.Found: The answer was marked clear and accurate, and the report gave the learner an Excellent Understanding Demonstrated label.
Supporting proof
Proof 1Screenshot
Result screenshot: answer, feedback, and model answer for question 9
Open original ↗
Proof 2Screenshot
Report screenshot: learner labels and overall average
Open original ↗
Proof 3Screen recording
Screen recording: quiz result panel with per-question feedback blocks
Key moments
Open original ↗
Why this result

It had to judge a written answer by meaning, not by matching the model wording. The feedback directly under question 9 says the response is clear and accurate, and the report labels Learner D Excellent Understanding Demonstrated; the 0% average covers four submissions, including other excellent ones.

Also observed in this test case

Question feedback. The feedback under question 9 says the response is clear and accurate.

Report label. The report labels Learner D Excellent Understanding Demonstrated.

Model answer shown. The product also shows a model answer beneath the feedback on question 9.

Overall average. The report shows a 0% average across four submissions.

Tested by Aditya Nichite · evidence dated 31 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
Edcafe AI
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
A written-answer quiz marked on required meaning, with a learner response that states every required point in different wording; submit it through the product's normal grading path.
Quiz used
Short Answer quiz TC121
Learner identity
Learner D
Tested
31 October 2026 · Aditya Nichite

How this scenario is graded

How we decide Pass, Fail and Not gradable. The same rules apply to every tool tested on this scenario.

How results are decided

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the test case's result says what's missing.

Where this sits in the benchmark

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

LevelNameScope
BenchmarkQuiz Generation →15 scenarios · 10 tools
CapabilityGrading →
ScenarioThe learner answers correctly in their own words →
ToolEdcafe AI →

History of this result

What has happened to this result since it was first published. Runs and grades are never overwritten: a retest or a re-grade publishes a new result and keeps the earlier one readable.

from the publication record
10 November 2026First publishedQuiz Generation v1

Act on this result

Nothing filed here edits the run or the grade. A challenge opens a review, and a review can produce a new run or a re-grade — which becomes the current result and leaves this one in the history.

This matches what I see

You run the same kind of test against your own setup and get the same behaviour.

Agree →
This does not match

Yours behaves differently. Tell us what you got, with a screenshot if you have one.

Disagree →
Point out an issue

Something here is wrong — a reference value, a transcription, a grade.

Report an issue →
Request a retest

On a newer build, a larger dataset, or your own setup.

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We have fixed this

Tell us what changed and we schedule a rerun of the failing test case. The old result stays as history.

Vendor notice →
Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/quiz-generation/results/edcafe-ai/the-learner-answers-correctly-in-their-own-words · 1 pass · 0 fail · coverage 1/1 · graded 2026-11-06

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Proof 1 · Screenshot ↗image/png · 386 KB
Proof 2 · Screenshot ↗image/png · 327 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot18d20a73686114f93894d77a9d0915a6fbd1081b658a368d950ffa22fcfa11a4
Proof 2 · Screenshot6984425b877d8285c1b6e9290851a8d05eae89c50747ac758f37f6eb606aa694
Proof 3 · Screen recording828b517a20b1f408c2bd5eb4f69146db31fcc42d1c75d68f89c85ef97fa1beee