Triple

T12134546
Position Surface form Disambiguated ID Type / Status
Subject Korbach E289018 entity
Predicate hasPublicTransportOperator P14525 FINISHED
Object Nordhessischer Verkehrsverbund
Nordhessischer Verkehrsverbund is a regional public transport association in northern Hesse, Germany, that coordinates and manages integrated ticketing and services for buses and trains across its member municipalities.
E966418 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: Nordhessischer Verkehrsverbund | Statement: [Korbach, hasPublicTransportOperator, Nordhessischer Verkehrsverbund]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nordhessischer Verkehrsverbund
Context triple: [Korbach, hasPublicTransportOperator, Nordhessischer Verkehrsverbund]
  • A. Rhein-Main-Verkehrsverbund
    Rhein-Main-Verkehrsverbund is the regional public transport association that coordinates and manages integrated ticketing and services across the Rhine-Main metropolitan area in Germany.
  • B. Hamburger Verkehrsverbund
    Hamburger Verkehrsverbund is the integrated public transport association serving Hamburg and its surrounding metropolitan region in northern Germany.
  • C. Rhein-Neckar-Verkehr
    Rhein-Neckar-Verkehr is a regional public transport company operating buses and trams in the Rhine-Neckar metropolitan area of southwestern Germany.
  • D. Üstra Hannoversche Verkehrsbetriebe
    Üstra Hannoversche Verkehrsbetriebe is the main public transport company in Hanover, Germany, operating the city’s trams and buses.
  • E. Verkehrsverbund Ost-Region
    Verkehrsverbund Ost-Region is the public transport association that coordinates and manages integrated ticketing and fares for the eastern region of Austria, including Vienna and its surrounding areas.
  • 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: Nordhessischer Verkehrsverbund
Triple: [Korbach, hasPublicTransportOperator, Nordhessischer Verkehrsverbund]
Generated description
Nordhessischer Verkehrsverbund is a regional public transport association in northern Hesse, Germany, that coordinates and manages integrated ticketing and services for buses and trains across its member municipalities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nordhessischer Verkehrsverbund
Target entity description: Nordhessischer Verkehrsverbund is a regional public transport association in northern Hesse, Germany, that coordinates and manages integrated ticketing and services for buses and trains across its member municipalities.
  • A. Rhein-Main-Verkehrsverbund
    Rhein-Main-Verkehrsverbund is the regional public transport association that coordinates and manages integrated ticketing and services across the Rhine-Main metropolitan area in Germany.
  • B. Hamburger Verkehrsverbund
    Hamburger Verkehrsverbund is the integrated public transport association serving Hamburg and its surrounding metropolitan region in northern Germany.
  • C. Rhein-Neckar-Verkehr
    Rhein-Neckar-Verkehr is a regional public transport company operating buses and trams in the Rhine-Neckar metropolitan area of southwestern Germany.
  • D. Üstra Hannoversche Verkehrsbetriebe
    Üstra Hannoversche Verkehrsbetriebe is the main public transport company in Hanover, Germany, operating the city’s trams and buses.
  • E. Verkehrsverbund Ost-Region
    Verkehrsverbund Ost-Region is the public transport association that coordinates and manages integrated ticketing and fares for the eastern region of Austria, including Vienna and its surrounding areas.
  • 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_69d6ab4b5e4c81909950b17151eb0951 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9158c59e0819094d4522a107482b2 completed April 10, 2026, 3:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f5f68eab98819086a480a90312c3fe completed May 2, 2026, 1:05 p.m.
NEDg Description generation batch_69f6017f89d88190b766af7828794d87 completed May 2, 2026, 1:51 p.m.
NED2 Entity disambiguation (via description) batch_69f60232d89881909f254da6deb7f321 completed May 2, 2026, 1:54 p.m.
Created at: April 8, 2026, 9:49 p.m.