Tool in benchmark · Version 1

Llama Cloud in Managed RAG

Scenario-level performance from current published Results.

15No published Result yet

0 of 15 scenarios published. Results appear here as each one is published.

CapabilityScenariosResult
Citations0 of 1 published
Data Ingestion0 of 4 published
Grounded Generation0 of 3 published
Knowledge Sync0 of 3 published
Retrieval0 of 4 published
PassedFailedPublished, different test setNo published Result yet

How Llama Cloud performed

Open a capability to explore its scenarios. Each row reports the test set in its published Result.

Citations1 no Result yet
ScenarioPublished outcomesTest coverageResult
A claim in the answer traced back to its sourceNo published result
Data Ingestion4 no Result yet
ScenarioPublished outcomesTest coverageResult
A bad file in the uploadNo published result
A cleanly scanned documentNo published result
A simple, clearly formatted tableNo published result
An ordinary digital text documentNo published result
Grounded Generation3 no Result yet
ScenarioPublished outcomesTest coverageResult
The retrieved material doesn't support an answerNo published result
The retrieved material supports an answerNo published result
The retrieved sources disagree with each otherNo published result
Knowledge Sync3 no Result yet
ScenarioPublished outcomesTest coverageResult
Content is removed from the sourceNo published result
Existing content is changedNo published result
New content is added to the sourceNo published result
Retrieval4 no Result yet
ScenarioPublished outcomesTest coverageResult
Answer is available in the knowledge baseNo published result
Answer is not available in the knowledge baseNo published result
Retrieval is scoped to part of the documentsNo published result
The request uses different wording than the sourceNo published result

Reading these Results

Published evidence and test coverage answer different questions.

Publication availability

Which scenarios have a Result?

A published Result is public evidence for this tool on one scenario. “No published result” does not say whether testing has taken place.

Test coverage

What does each Result cover?

Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Both use the pinned test count in that published Result.

Scenario scope

Out of 15 scenarios

The summary counts each of the 15 scenarios once. A scenario fails when any of its published test cases failed. “No published Result yet” means nothing is public for that scenario; it does not say whether Llama Cloud was tested on it.

Llama Cloud in Managed RAG | AI Demos