Triple

T12989731
Position Surface form Disambiguated ID Type / Status
Subject Julius Berger Nigeria PLC E321870 entity
Predicate parentCompany P254 FINISHED
Object Bilfinger Berger SE (historical affiliation)
Bilfinger Berger SE was a major German engineering and construction services company known for its large-scale infrastructure projects and international operations.
E1013666 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: Bilfinger Berger SE (historical affiliation) | Statement: [Julius Berger Nigeria PLC, parentCompany, Bilfinger Berger SE (historical affiliation)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bilfinger Berger SE (historical affiliation)
Context triple: [Julius Berger Nigeria PLC, parentCompany, Bilfinger Berger SE (historical affiliation)]
  • A. Uniper Kraftwerke (and predecessors)
    Uniper Kraftwerke (and predecessors) is a German energy company that operates hydroelectric and other power plants, managing electricity generation assets such as those at Forggensee.
  • B. ThyssenKrupp AG
    ThyssenKrupp AG is a major German multinational conglomerate specializing in industrial engineering and steel production, with significant operations in areas such as elevators, automotive components, and plant technology.
  • C. Preussag AG
    Preussag AG was a former German industrial and mining conglomerate that transformed in the 1990s into a tourism-focused company, eventually becoming today’s TUI Group.
  • D. Gazprom Germania
    Gazprom Germania is a Germany-based energy company that managed natural gas trading, storage, and distribution operations in Europe as part of the Russian state-controlled gas giant Gazprom.
  • E. Deutsche Eisenwerke
    Deutsche Eisenwerke was a German industrial firm known for producing military equipment, including armored vehicles, during the World War II era.
  • 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: Bilfinger Berger SE (historical affiliation)
Triple: [Julius Berger Nigeria PLC, parentCompany, Bilfinger Berger SE (historical affiliation)]
Generated description
Bilfinger Berger SE was a major German engineering and construction services company known for its large-scale infrastructure projects and international operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bilfinger Berger SE (historical affiliation)
Target entity description: Bilfinger Berger SE was a major German engineering and construction services company known for its large-scale infrastructure projects and international operations.
  • A. Uniper Kraftwerke (and predecessors)
    Uniper Kraftwerke (and predecessors) is a German energy company that operates hydroelectric and other power plants, managing electricity generation assets such as those at Forggensee.
  • B. ThyssenKrupp AG
    ThyssenKrupp AG is a major German multinational conglomerate specializing in industrial engineering and steel production, with significant operations in areas such as elevators, automotive components, and plant technology.
  • C. Preussag AG
    Preussag AG was a former German industrial and mining conglomerate that transformed in the 1990s into a tourism-focused company, eventually becoming today’s TUI Group.
  • D. Gazprom Germania
    Gazprom Germania is a Germany-based energy company that managed natural gas trading, storage, and distribution operations in Europe as part of the Russian state-controlled gas giant Gazprom.
  • E. Deutsche Eisenwerke
    Deutsche Eisenwerke was a German industrial firm known for producing military equipment, including armored vehicles, during the World War II era.
  • 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_69d8076479b8819090afce3591939cdf completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d97e75b9f88190a54372c2a1223a4e completed April 10, 2026, 10:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6b8f942588190b69a3067d5145182 completed May 3, 2026, 2:54 a.m.
NEDg Description generation batch_69f6b9dcd5cc8190bff5bd153c007866 completed May 3, 2026, 2:58 a.m.
NED2 Entity disambiguation (via description) batch_69f6bb03d8d88190930edd0f49fec8aa completed May 3, 2026, 3:03 a.m.
Created at: April 9, 2026, 8:43 p.m.