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Graded 11 October 2026

Can Vectara retrieve the right passage when the query uses different wording?

Vectara returned the matching passage even though the question used different wording from the source. In both retrieval runs, the annual leave passage was rank 1, and the returned passages did not contain the query's alternative terms.

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.

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
Annual leave Full-time employees accrue 26 days of annual leave in each complete leave year, which runs from 1 April to 31 March.

Text dump: both retrieval runs and the full result lists

Copied from Output file (text), lines 9–10 · an excerpt

Open the whole text file ↗

Source excerpt · partial file · response 1

Text
--- rank 1 | score=0.853053 | doc=A04_employee_handbook.docx | page=None ---
Annual leave Full-time employees accrue 26 days of annual leave in each complete leave year, which runs from 1 April to 31 March.

Copied from Output file (text), lines 9–10 · an excerpt

Expected vs. Found
✓Expected: The supporting passage still comes back.Found: The annual leave passage is rank 1 in both retrieval runs, and the returned passages do not use the query's alternative wording.
Supporting proof
Proof 1Screenshot
Screenshot: no-reranker query and top results
Open original ↗
Proof 2Screenshot
Screenshot: reranked query and top results
Open original ↗
Why this result

The query used a term absent from the corpus, and the annual leave passage still ranked first in both retrieval runs. The returned passages do not use the query wording, so this case is a pass.

Also observed in this test case

Second rank changes. The second result changes between the two runs, but the annual leave passage stays first in both.

Tested by Vivek Tomar · evidence dated 9 September 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
Vectara
Build or version
v2
Surface
API
Set up before the run
A source document used one term, and the question used a different common term for the same thing.
Reranker
Configuration 1: no reranker · Configuration 2: Vectara default reranker
Result limit
10 results
Tested
9 September 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 · 7 tools
CapabilityRetrieval →
ScenarioThe request uses different wording than the source →
ToolVectara →

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
7 November 2026First publishedManaged RAG v1

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This matches what I see

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This does not match

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Point out an issue

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We have fixed this

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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/managed-rag/results/vectara/paraphrased-request · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-11

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Verify the proof files

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

Output file (text) ↗text/plain; charset=utf-8 · 5 KB
Proof 1 · Screenshot ↗image/png · 378 KB
Proof 2 · Screenshot ↗image/png · 198 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Output file (text)1e26c84943e45e58cad3d706320bd615ed21e06e52fa17c9fe9f907f74e7e29f
Proof 1 · Screenshot08728f77879e7617deed81307a2c7cca320a365ece75ad39b56b4910173fe691
Proof 2 · Screenshot1b0dc6f3dd770f20ed8e2342d25c196c1ad358b93d4e4dcae6d0f95de73c0865