Capability in benchmark · Version 1

Field Extraction

Returns the scalar fields the schema asks for — present, interpreted, derived, absent or differently laid out — correctly typed

Structured Document Extraction →Read the global definition →

5 scenarios · 7 current published Results · 3 tools 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

Tools with published Results appear first, alphabetically. Remaining participants stay visible below.
Participating tool	The value is directly available →	The value needs a supplied definition →	The value must be derived →	The same field across layouts →	The field is absent →
FutureSmart Document Intelligence	The value is directly available → 1 Pass 1/1 assessed1/1 gradableView Result →	The value needs a supplied definition → 1 Pass 1/1 assessed1/1 gradableView Result →	The value must be derived → 1 Pass 1/1 assessed1/1 gradableView Result →	The same field across layouts →No published result	The field is absent →No published result
Landing AI	The value is directly available →No published result	The value needs a supplied definition →No published result	The value must be derived → 1 Pass 1/1 assessed1/1 gradableView Result →	The same field across layouts → 1 Pass 1/1 assessed1/1 gradableView Result →	The field is absent → 1 Pass 1/1 assessed1/1 gradableView Result →
Nanonets	The value is directly available →No published result	The value needs a supplied definition →No published result	The value must be derived → 1 Pass 1/1 assessed1/1 gradableView Result →	The same field across layouts →No published result	The field is absent →No published result
Datalab	No published result across these scenarios
Docsumo	No published result across these scenarios
Extend AI	No published result across these scenarios
LlamaParse	No published result across these scenarios
Reducto	No published result across these scenarios
Retab	No published result across these scenarios
Unstract	No published result across these scenarios

Reading the comparison

Publication availability and test coverage describe different things.

Published evidence

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.

Test coverage

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.

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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.

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