Training
Learns from labeled examples — documents paired with their expected output — and applies what it learned to a document it hasn't seen.
What this capability means
A tool has Training when it learns a rule from labeled examples — documents paired with their expected output — and applies that rule to a new document it has not seen. Writing the rule out in a field description, prompt, or standing instruction is configuration, not Training.
Boundary: It does not judge learning from corrections yet; that remains an open future extension, not part of the current meaning.
Scenarios that test this capability
A scenario is a real-world situation used to test a capability.
Benchmarks that include this capability
A capability has global identity and may be used by more than one benchmark.
Structured Document Extraction
Which document extraction platform turns a user-defined schema into correct structured records — across layouts, scans and repeated sets — and is honest about what it could not find?