Scenario in benchmark · Version 1
Trace a value to its location
A returned value must be linked to the place in the document where it came from.
How the tools performed
Every in-scope tool is visible. Outcomes come from current published Results for this scenario and benchmark version.
Publication availability: 2 tools have a current published Result.
No published result does not tell you whether a tool has been tested. Test coverage is shown only for comparable published Results.
| Tool | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Published Results · alphabetical, not ranked | |||
| Extend AI | 1 Pass0 Fail0 Not gradable 1 of 1 test case passed | 1 of 1 assessed1 of 1 gradable | View Result → |
| Nanonets | 1 Pass0 Fail0 Not gradable 1 of 1 test case passed | 1 of 1 assessed1 of 1 gradable | View Result → |
| No published result · alphabetical | |||
| Datalab | — | — | No published result |
| Docsumo | — | — | No published result |
| FutureSmart Document Intelligence | — | — | No published result |
| Landing AI | — | — | No published result |
| LlamaParse | — | — | No published result |
| Reducto | — | — | No published result |
| Retab | — | — | No published result |
| Unstract | — | — | No published result |
Assessed = Pass + Fail + Not gradable. Gradable = Pass + Fail. Both use the published Result’s pinned-test denominator. — means not publicly available.
Test design
- Pinned test cases
- 1
- Disclosure
- 0 public · 1 withheld
- Capabilities exercised here
- Source Grounding
What this scenario evaluates
- Whether the tool points to the document location that matches the returned value.
- Whether the location is attached to the value it actually returned, not to a different one.
- Whether the tool gives a source location rather than only repeating the value or naming the document.
Exact wording, inputs, fixture state, expected output and detailed grading remain at the test-case level and may be withheld while the benchmark version is active. The scenario and its evaluation intent are public.
How the results are graded
- Pass: the test-case expectations hold.
- Fail: an expectation demonstrably does not hold.
- Not gradable: the evidence cannot establish the outcome.
Version 1 uses test-case expectations; no scenario rubric is pinned.
Benchmark methodology →