Triple
T15856807
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ludwigsburg |
E384479
|
entity |
| Predicate | hasUniversity |
P113
|
FINISHED |
| Object |
Ludwigsburg University of Applied Sciences for Public Administration and Finance
Ludwigsburg University of Applied Sciences for Public Administration and Finance is a German higher education institution specializing in training professionals for public administration, public management, and financial services.
|
E1179570
|
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: Ludwigsburg University of Applied Sciences for Public Administration and Finance | Statement: [Ludwigsburg, hasUniversity, Ludwigsburg University of Applied Sciences for Public Administration and Finance]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ludwigsburg University of Applied Sciences for Public Administration and Finance Context triple: [Ludwigsburg, hasUniversity, Ludwigsburg University of Applied Sciences for Public Administration and Finance]
-
A.
German University of Administrative Sciences Speyer
The German University of Administrative Sciences Speyer is a specialized higher education institution in Germany focused on public administration, administrative law, and governance, serving as a key training and research center for civil servants and public sector professionals.
-
B.
Offenburg University of Applied Sciences
Offenburg University of Applied Sciences is a German institution of higher education specializing in practice-oriented programs in engineering, business, media, and information technology.
-
C.
Furtwangen University of Applied Sciences
Furtwangen University of Applied Sciences is a German public university of applied sciences known for its strong programs in engineering, computer science, and business, with a focus on practical, industry-oriented education and research.
-
D.
Pforzheim University
Pforzheim University is a German university of applied sciences known for its strong programs in business, design, and engineering.
-
E.
Aalen University of Applied Sciences
Aalen University of Applied Sciences is a German public university of applied sciences known for its practice-oriented programs in engineering, business, and technology.
- 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: Ludwigsburg University of Applied Sciences for Public Administration and Finance Triple: [Ludwigsburg, hasUniversity, Ludwigsburg University of Applied Sciences for Public Administration and Finance]
Generated description
Ludwigsburg University of Applied Sciences for Public Administration and Finance is a German higher education institution specializing in training professionals for public administration, public management, and financial services.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ludwigsburg University of Applied Sciences for Public Administration and Finance Target entity description: Ludwigsburg University of Applied Sciences for Public Administration and Finance is a German higher education institution specializing in training professionals for public administration, public management, and financial services.
-
A.
German University of Administrative Sciences Speyer
The German University of Administrative Sciences Speyer is a specialized higher education institution in Germany focused on public administration, administrative law, and governance, serving as a key training and research center for civil servants and public sector professionals.
-
B.
Offenburg University of Applied Sciences
Offenburg University of Applied Sciences is a German institution of higher education specializing in practice-oriented programs in engineering, business, media, and information technology.
-
C.
Furtwangen University of Applied Sciences
Furtwangen University of Applied Sciences is a German public university of applied sciences known for its strong programs in engineering, computer science, and business, with a focus on practical, industry-oriented education and research.
-
D.
Pforzheim University
Pforzheim University is a German university of applied sciences known for its strong programs in business, design, and engineering.
-
E.
Aalen University of Applied Sciences
Aalen University of Applied Sciences is a German public university of applied sciences known for its practice-oriented programs in engineering, business, and technology.
- 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_69d86da422088190aac39e32e6c68429 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e14cb08bd081908af2120eb2925441 |
completed | April 16, 2026, 8:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffa14c1e508190a182db216cc4e326 |
completed | May 9, 2026, 9:04 p.m. |
| NEDg | Description generation | batch_69ffa41a86ec8190b46d541965ecf26e |
completed | May 9, 2026, 9:16 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ffa496f3e48190b8dc82bece548aec |
completed | May 9, 2026, 9:18 p.m. |
Created at: April 10, 2026, 4:50 a.m.