Triple

T15856806
Position Surface form Disambiguated ID Type / Status
Subject Ludwigsburg E384479 entity
Predicate hasUniversity P113 FINISHED
Object Ludwigsburg University of Education
Ludwigsburg University of Education is a German higher education institution specializing in teacher training and educational sciences, located in the city of Ludwigsburg in Baden-Württemberg.
E1179569 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 Education | Statement: [Ludwigsburg, hasUniversity, Ludwigsburg University of Education]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ludwigsburg University of Education
Context triple: [Ludwigsburg, hasUniversity, Ludwigsburg University of Education]
  • A. Heidelberg University of Education
    Heidelberg University of Education is a German higher education institution specializing in teacher training and educational sciences, located in the city of Heidelberg.
  • B. Pforzheim University
    Pforzheim University is a German university of applied sciences known for its strong programs in business, design, and engineering.
  • C. Ulm University
    Ulm University is a public research university in Ulm, Germany, known for its strong programs in natural sciences, medicine, engineering, and economics.
  • D. University of Tübingen
    The University of Tübingen is a historic German public research university renowned for its strengths in the humanities, natural sciences, and medicine.
  • E. University of Siegen
    The University of Siegen is a public research university in Siegen, Germany, known for its programs in engineering, natural sciences, humanities, and social sciences.
  • 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 Education
Triple: [Ludwigsburg, hasUniversity, Ludwigsburg University of Education]
Generated description
Ludwigsburg University of Education is a German higher education institution specializing in teacher training and educational sciences, located in the city of Ludwigsburg in Baden-Württemberg.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ludwigsburg University of Education
Target entity description: Ludwigsburg University of Education is a German higher education institution specializing in teacher training and educational sciences, located in the city of Ludwigsburg in Baden-Württemberg.
  • A. Heidelberg University of Education
    Heidelberg University of Education is a German higher education institution specializing in teacher training and educational sciences, located in the city of Heidelberg.
  • B. Pforzheim University
    Pforzheim University is a German university of applied sciences known for its strong programs in business, design, and engineering.
  • C. Ulm University
    Ulm University is a public research university in Ulm, Germany, known for its strong programs in natural sciences, medicine, engineering, and economics.
  • D. University of Tübingen
    The University of Tübingen is a historic German public research university renowned for its strengths in the humanities, natural sciences, and medicine.
  • E. University of Siegen
    The University of Siegen is a public research university in Siegen, Germany, known for its programs in engineering, natural sciences, humanities, and social sciences.
  • 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.