Triple

T13121130
Position Surface form Disambiguated ID Type / Status
Subject Heckinghausen E311721 entity
Predicate publicTransport P1288 FINISHED
Object served by Wuppertal public transport network
Served by the Wuppertal public transport network, Heckinghausen is a district of the German city of Wuppertal in North Rhine-Westphalia.
 E1022861 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: served by Wuppertal public transport network | Statement: [Heckinghausen, publicTransport, served by Wuppertal public transport network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: served by Wuppertal public transport network
Context triple: [Heckinghausen, publicTransport, served by Wuppertal public transport network]
  • A. Wuppertal rail network
    The Wuppertal rail network is the integrated system of railway lines and stations serving the city of Wuppertal in western Germany, connecting it to regional and long-distance routes.
  • B. green belt of Wuppertal
    The green belt of Wuppertal is a continuous network of parks, forests, and landscaped areas encircling the German city of Wuppertal, providing recreational space and natural scenery within the urban environment.
  • C. Wuppertal–Hagen railway
    The Wuppertal–Hagen railway is a major rail line in western Germany that connects the city of Wuppertal with Hagen and forms part of an important regional and long-distance transport corridor in North Rhine-Westphalia.
  • D. Bonn public transport network
    The Bonn public transport network is an integrated system of buses, trams, and regional trains serving the city of Bonn and its surrounding districts in Germany.
  • E. Cologne bus network
    The Cologne bus network is the city’s public bus transportation system that complements trams and regional trains by linking Cologne’s districts and key hubs.
  • 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: served by Wuppertal public transport network
Triple: [Heckinghausen, publicTransport, served by Wuppertal public transport network]
Generated description
Served by the Wuppertal public transport network, Heckinghausen is a district of the German city of Wuppertal in North Rhine-Westphalia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: served by Wuppertal public transport network
Target entity description: Served by the Wuppertal public transport network, Heckinghausen is a district of the German city of Wuppertal in North Rhine-Westphalia.
  • A. Wuppertal rail network
    The Wuppertal rail network is the integrated system of railway lines and stations serving the city of Wuppertal in western Germany, connecting it to regional and long-distance routes.
  • B. green belt of Wuppertal
    The green belt of Wuppertal is a continuous network of parks, forests, and landscaped areas encircling the German city of Wuppertal, providing recreational space and natural scenery within the urban environment.
  • C. Wuppertal–Hagen railway
    The Wuppertal–Hagen railway is a major rail line in western Germany that connects the city of Wuppertal with Hagen and forms part of an important regional and long-distance transport corridor in North Rhine-Westphalia.
  • D. Bonn public transport network
    The Bonn public transport network is an integrated system of buses, trams, and regional trains serving the city of Bonn and its surrounding districts in Germany.
  • E. Cologne bus network
    The Cologne bus network is the city’s public bus transportation system that complements trams and regional trains by linking Cologne’s districts and key hubs.
  • 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_69d806a9fe888190b081e2d9ea665d6c completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98196e69081909111407ee3d9f08e completed April 10, 2026, 11:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6e286de608190bf46af2eb656bb79 completed May 3, 2026, 5:52 a.m.
NEDg Description generation batch_69f6e42cd5408190b687dfae73e2a720 completed May 3, 2026, 5:59 a.m.
NED2 Entity disambiguation (via description) batch_69f6e5293ee481908d9a90266ac5c3e6 completed May 3, 2026, 6:03 a.m.
Created at: April 9, 2026, 9:06 p.m.