Triple
T18530949
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Doctrine DBAL |
E452828
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Doctrine Project
Doctrine Project is an open-source PHP initiative that provides powerful object-relational mapping and database abstraction tools for building database-driven applications.
|
E1330818
|
NE FINISHED |
How this triple was built (4 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 Project | Statement: [Doctrine DBAL, partOf, Doctrine Project]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Doctrine Project Context triple: [Doctrine DBAL, partOf, Doctrine Project]
-
A.
Doctrine ORM
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.
Symfony Doctrine bridge
Symfony Doctrine bridge is a Symfony component that provides seamless integration between the Symfony framework and the Doctrine ORM, enabling efficient database mapping and data persistence.
-
C.
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.
-
D.
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.
-
E.
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.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Doctrine Project Triple: [Doctrine DBAL, partOf, Doctrine Project]
Generated description
Doctrine Project is an open-source PHP initiative that provides powerful object-relational mapping and database abstraction tools for building database-driven applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Doctrine Project Target entity description: Doctrine Project is an open-source PHP initiative that provides powerful object-relational mapping and database abstraction tools for building database-driven applications.
-
A.
Doctrine ORM
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.
Symfony Doctrine bridge
Symfony Doctrine bridge is a Symfony component that provides seamless integration between the Symfony framework and the Doctrine ORM, enabling efficient database mapping and data persistence.
-
C.
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.
-
D.
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.
-
E.
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.
- F. None of above. chosen
Provenance (5 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. |
| NED1 | Entity disambiguation (via context triple) | batch_6a049ad34a648190b551ef7e93cf0d22 |
completed | May 13, 2026, 3:37 p.m. |
| NEDg | Description generation | batch_6a04a0f470ac8190a0a8561bf1b288df |
completed | May 13, 2026, 4:04 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a04a1cce5cc8190b75dbc17354bde5a |
completed | May 13, 2026, 4:07 p.m. |
Created at: April 10, 2026, 11:37 a.m.