Triple
T4275970
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | IronPython |
E97047
|
entity |
| Predicate | maintainerOrganization |
P55130
|
FINISHED |
| Object |
IronLanguages project
The IronLanguages project is an open-source initiative that develops and maintains .NET implementations of dynamic programming languages such as IronPython and IronRuby.
|
E426595
|
NE FINISHED |
How this triple was built (5 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: IronLanguages project | Statement: [IronPython, maintainerOrganization, IronLanguages project]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: IronLanguages project Context triple: [IronPython, maintainerOrganization, IronLanguages project]
-
A.
Mono language
Mono language is a Native American Uto-Aztecan language traditionally spoken by the Mono people of eastern California.
-
B.
Voltaic languages
Voltaic languages are a branch of the Niger-Congo language family spoken primarily in West Africa, especially in countries like Burkina Faso, Ghana, and Togo.
-
C.
Eiffel programming language
Eiffel is an object-oriented programming language designed by Bertrand Meyer that emphasizes software correctness through features like Design by Contract and strong support for modular, reusable code.
-
D.
Archi language
The Archi language is a highly complex, morphologically rich Northeast Caucasian language spoken by a small community in southern Dagestan, Russia.
-
E.
Nupoid languages
Nupoid languages are a subgroup of the Volta–Niger branch of the Niger–Congo language family spoken primarily in central Nigeria, including the Nupe language and its close relatives.
- 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: IronLanguages project Triple: [IronPython, maintainerOrganization, IronLanguages project]
Generated description
The IronLanguages project is an open-source initiative that develops and maintains .NET implementations of dynamic programming languages such as IronPython and IronRuby.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: IronLanguages project Target entity description: The IronLanguages project is an open-source initiative that develops and maintains .NET implementations of dynamic programming languages such as IronPython and IronRuby.
-
A.
Mono language
Mono language is a Native American Uto-Aztecan language traditionally spoken by the Mono people of eastern California.
-
B.
Voltaic languages
Voltaic languages are a branch of the Niger-Congo language family spoken primarily in West Africa, especially in countries like Burkina Faso, Ghana, and Togo.
-
C.
Eiffel programming language
Eiffel is an object-oriented programming language designed by Bertrand Meyer that emphasizes software correctness through features like Design by Contract and strong support for modular, reusable code.
-
D.
Archi language
The Archi language is a highly complex, morphologically rich Northeast Caucasian language spoken by a small community in southern Dagestan, Russia.
-
E.
Nupoid languages
Nupoid languages are a subgroup of the Volta–Niger branch of the Niger–Congo language family spoken primarily in central Nigeria, including the Nupe language and its close relatives.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: maintainerOrganization Context triple: [IronPython, maintainerOrganization, IronLanguages project]
-
A.
contributingOrganization
Indicates an organization that plays a role in creating, supporting, or otherwise contributing to the production or provision of something.
-
B.
originallyMaintainedBy
Indicates that an entity was first managed, supported, or kept in working order by a particular agent or organization, regardless of who maintains it later.
-
C.
foundingOrganization
Indicates the organization that established or created another entity, such as a company, institution, or project.
-
D.
introducedOrganization
Indicates that one entity caused or facilitated the first formal appearance or presentation of an organization to another context, audience, or system.
-
E.
targetOrganization
Indicates that one entity is the organization that is the focus, recipient, or primary subject of another entity’s action, service, or relationship.
- F. None of above. chosen
Provenance (7 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_69b34544be3c819084d1ab82d29f90c5 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3501d677481909e7416a1d2b0008c |
completed | March 12, 2026, 11:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5b7b3b52c8190ae7c05448faf5558 |
completed | March 14, 2026, 7:32 p.m. |
| NEDg | Description generation | batch_69b5b95083088190b0c993fa2fbc954c |
completed | March 14, 2026, 7:38 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5b9b8afcc8190822cfd560d064590 |
completed | March 14, 2026, 7:40 p.m. |
| PD | Predicate disambiguation | batch_69b347faa45481908c19c29fb906dc92 |
completed | March 12, 2026, 11:10 p.m. |
| PDg | Predicate description generation | batch_69b34e0606488190baadf469a1afc3c2 |
completed | March 12, 2026, 11:36 p.m. |
Created at: March 12, 2026, 11:07 p.m.