Triple

T12418736
Position Surface form Disambiguated ID Type / Status
Subject Heilbronn E296707 entity
Predicate hasUniversity P113 FINISHED
Object Heilbronn University of Applied Sciences
Heilbronn University of Applied Sciences is a German public university of applied sciences offering practice-oriented programs in fields such as engineering, business, and informatics.
E980364 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: Heilbronn University of Applied Sciences | Statement: [Heilbronn, hasUniversity, Heilbronn University of Applied Sciences]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heilbronn University of Applied Sciences
Context triple: [Heilbronn, hasUniversity, Heilbronn University of Applied Sciences]
  • A. Hanze University of Applied Sciences
    Hanze University of Applied Sciences is a major Dutch university of applied sciences based in Groningen, offering professionally oriented higher education and research programs.
  • B. Neu-Ulm University of Applied Sciences
    Neu-Ulm University of Applied Sciences is a German public university of applied sciences specializing in practice-oriented programs in fields such as business, information technology, and health management.
  • C. 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.
  • D. Esslingen University of Applied Sciences
    Esslingen University of Applied Sciences is a German university known for its strong engineering, business, and social sciences programs with close ties to regional industry.
  • E. Frankfurt University of Applied Sciences
    Frankfurt University of Applied Sciences is a practice-oriented public university in Frankfurt am Main, Germany, offering a wide range of applied science and professional degree programs.
  • 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: Heilbronn University of Applied Sciences
Triple: [Heilbronn, hasUniversity, Heilbronn University of Applied Sciences]
Generated description
Heilbronn University of Applied Sciences is a German public university of applied sciences offering practice-oriented programs in fields such as engineering, business, and informatics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heilbronn University of Applied Sciences
Target entity description: Heilbronn University of Applied Sciences is a German public university of applied sciences offering practice-oriented programs in fields such as engineering, business, and informatics.
  • A. Hanze University of Applied Sciences
    Hanze University of Applied Sciences is a major Dutch university of applied sciences based in Groningen, offering professionally oriented higher education and research programs.
  • B. Neu-Ulm University of Applied Sciences
    Neu-Ulm University of Applied Sciences is a German public university of applied sciences specializing in practice-oriented programs in fields such as business, information technology, and health management.
  • C. 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.
  • D. Esslingen University of Applied Sciences
    Esslingen University of Applied Sciences is a German university known for its strong engineering, business, and social sciences programs with close ties to regional industry.
  • E. Frankfurt University of Applied Sciences
    Frankfurt University of Applied Sciences is a practice-oriented public university in Frankfurt am Main, Germany, offering a wide range of applied science and professional degree programs.
  • 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_69d6ada0640c81908c061d7fb3d47786 completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d6efd748190a5d9396a343e41e1 completed April 10, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69f634933b9881909fd592ede7c3e49c completed May 2, 2026, 5:29 p.m.
NEDg Description generation batch_69f6356c21908190b34d1324da8f8052 completed May 2, 2026, 5:33 p.m.
NED2 Entity disambiguation (via description) batch_69f63693f5c881909a9683a0c6a68739 completed May 2, 2026, 5:38 p.m.
Created at: April 8, 2026, 9:55 p.m.