Retrieval
The passage that answers the question comes back from the documents when it exists, and a missing answer is discoverable when it does not.
4 scenarios · 4 current published Results · 1 tool with published Results
How the tools performed
Explore current published Results across this capability’s scenarios. Open a scenario to compare its tools, or a Result to inspect the evidence.
Each cell reports its own published test set. There is no combined capability score or claim that different Results used identical tests.
Scenarios in this capability
| Participating tool | Answer is available in the knowledge base → | Answer is not available in the knowledge base → | The request uses different wording than the source → | Retrieval is scoped to part of the documents → |
|---|---|---|---|---|
| FutureSmart Document Intelligence | Answer is available in the knowledge base → 1 Pass 1/1 assessed1/1 gradableView Result → | Answer is not available in the knowledge base → 1 Fail 1/1 assessed1/1 gradableView Result → | The request uses different wording than the source → 1 Pass 1/1 assessed1/1 gradableView Result → | Retrieval is scoped to part of the documents → 1 Fail 1/1 assessed1/1 gradableView Result → |
| Denser AI | No published result across these scenarios | |||
| Dify | No published result across these scenarios | |||
| Llama Cloud | No published result across these scenarios | |||
| Onyx | No published result across these scenarios | |||
| Vectara | No published result across these scenarios | |||
| Vectorize.io | No published result across these scenarios | |||
Reading the comparison
Publication availability and test coverage describe different things.
Publication is not testing progress
“No published result” says only that there is no current public Result. It does not indicate whether a tool has been tested, passed, failed or is applicable.
Read each Result’s test set
Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Each fraction uses the pinned tests in that same published Result.
Choose the view you need
A scenario compares tools on one situation. A tool page follows one tool across this benchmark. A Result explains the outcome and shows the evidence.