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Graded 12 October 2026

Does Denser AI still find the right passage when the question uses different wording?

Denser AI handled the wording mismatch and returned the supporting handbook passage. The handbook ranked first, the answer repeated its 26-day annual-leave figure with a citation, and the alternative phrase appeared only in the question.

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

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Question asked with a term absent from the corpusPassEvidence
What we sent

“How many days of paid time off do employees get each year?”

What the tool returned
Text
Full-time employees at Fenwake Instruments Ltd accrue 26 days of annual leave in each complete leave year, which runs from 1 April to 31 March.

Raw log: request, answer, and ten returned passages

Copied from Output file (text), lines 11–21 · an excerpt

Open the whole text file ↗

Source excerpt · partial file · response 1

Text
Full-time employees at Fenwake Instruments Ltd accrue 26 days of annual leave in each complete leave
year, which runs from 1 April to 31 March. Part-time employees accrue this leave on a pro rata
basis, and leave begins accruing from the first day of employment — it can even be taken during the
probation period with the line manager's agreement.[1](upload/google_107814369447848734045/chatbots/
chatbot_o9ihun9849fcf3tbhigo4/MvdlZrB0IJ2I2OMdgJ5O9.pdf PassageID:0)  Up to five days of untaken
leave can be carried over into the next leave year (and must be used by 30 June), with carry-over
beyond that only allowed by a director's written agreement where leave couldn't be taken due to
business needs.[1](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/MvdlZr
B0IJ2I2OMdgJ5O9.pdf PassageID:0)

--- passages (full content, all returned, none trimmed) ---

Copied from Output file (text), lines 11–21 · an excerpt

Expected vs. Found
✓Expected: The supporting passage still comes back.Found: The handbook passage ranked first, the answer repeated the 26-day annual-leave figure, and the alternative phrase appeared only in the question.
Supporting proof
Proof 1Screenshot
Notebook output: answer and top passages
Open original ↗
Why this result

The case required the supporting passage to still come back when the question used wording the corpus never uses. The handbook passage ranked first, the answer used its 26-day figure, and the alternative phrase appeared only in the question, so a literal match was not needed.

Also observed in this test case

Ranking gap. Three returned passages were from the handbook, and the handbook passage outranked the other documents; the remaining passages came from other sources and scored lower.

Citation shown. The answer included an inline citation to the uploaded handbook PDF.

Tested by Vivek Tomar · evidence dated 5 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
Denser AI
Build or version
Not exposed by the hosted product
Plan or tier
Free
Surface
API
Set up before the run
The corpus had to use one term for the target concept and never its common alternative, and the question had to use the alternative wording.
Citations
on
Tested
5 October 2026 · Vivek Tomar

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
BenchmarkManaged RAG →15 scenarios · 9 tools
CapabilityRetrieval →
ScenarioThe request uses different wording than the source →
ToolDenser AI →

History of this result

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from the publication record
10 November 2026First publishedManaged RAG v1

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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/managed-rag/results/denser-ai/paraphrased-request · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-12

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Verify the proof files

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Output file (text) ↗text/plain; charset=utf-8 · 12 KB
Proof 1 · Screenshot ↗image/png · 371 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Output file (text)c361ecbc001d21a266a8ab5520030d6445e1b70b769652da7569b806192ee203
Proof 1 · Screenshot2bc84163e4a7d609b25fbbddb13c365c2e61111618674129101ca80a34649fc8