Triple
T18530976
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Doctrine DBAL |
E452828
|
entity |
| Predicate | usedBy |
P260
|
FINISHED |
| Object | Doctrine ORM |
—
|
NE NERFINISHED |
How this triple was built (2 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Doctrine ORM | Statement: [Doctrine DBAL, usedBy, Doctrine ORM]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Doctrine ORM Context triple: [Doctrine DBAL, usedBy, Doctrine ORM]
-
A.
Doctrine ORM
chosen
Doctrine ORM is a widely used PHP object-relational mapper that provides a powerful database abstraction layer and mapping between PHP objects and relational databases.
-
B.
Doctrine DBAL
Doctrine DBAL is a PHP database abstraction and access layer that provides a powerful, object-oriented API for working with relational databases independently of specific SQL drivers.
-
C.
DC ORM
DC ORM is the abbreviated name for the District of Columbia Office of Risk Management, the agency responsible for managing risk, insurance, and related claims for the D.C. government.
-
D.
ORM
ORM (Object-Relational Mapping) is a programming technique that lets developers interact with a relational database using objects and high-level language constructs instead of writing raw SQL.
-
E.
Doctrine Branch
Doctrine Branch is a specialized unit within the U.S. Marine Corps responsible for developing, writing, and updating official warfighting doctrine and related publications.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d8d387b5548190aa030dad2cb4947e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e533fd0e348190ab3d4548f74b9b79 |
completed | April 19, 2026, 7:58 p.m. |
Created at: April 10, 2026, 11:37 a.m.