Triple

T21657988
Position Surface form Disambiguated ID Type / Status
Subject LUMA Energy E534516 entity
Predicate parentCompany P254 FINISHED
Object Quanta Services
Quanta Services is a leading North American infrastructure solutions provider specializing in engineering, construction, and maintenance services for electric power, oil and gas, and telecommunications networks.
E1496049 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: Quanta Services | Statement: [LUMA Energy, parentCompany, Quanta Services]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Quanta Services
Context triple: [LUMA Energy, parentCompany, Quanta Services]
  • A. Material Service Corporation
    Material Service Corporation was a major Chicago-based building materials and aggregates company that became the foundation of industrialist Henry Crown’s business empire.
  • B. Quannum Projects
    Quannum Projects is an independent hip hop collective and record label known for its innovative, alternative rap artists and collaborations, including work with DJ Shadow.
  • C. Quintel
    Quintel is the surname of J. G. Quintel, the American animator and creator best known for the television series "Regular Show."
  • D. Quasar Technologies
    Quasar Technologies is the company that originally developed the Qt application development framework, widely used for creating cross-platform software.
  • E. Capco
    Capco is a global management and technology consultancy specializing in the financial services industry.
  • 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: Quanta Services
Triple: [LUMA Energy, parentCompany, Quanta Services]
Generated description
Quanta Services is a leading North American infrastructure solutions provider specializing in engineering, construction, and maintenance services for electric power, oil and gas, and telecommunications networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Quanta Services
Target entity description: Quanta Services is a leading North American infrastructure solutions provider specializing in engineering, construction, and maintenance services for electric power, oil and gas, and telecommunications networks.
  • A. Material Service Corporation
    Material Service Corporation was a major Chicago-based building materials and aggregates company that became the foundation of industrialist Henry Crown’s business empire.
  • B. Quannum Projects
    Quannum Projects is an independent hip hop collective and record label known for its innovative, alternative rap artists and collaborations, including work with DJ Shadow.
  • C. Quintel
    Quintel is the surname of J. G. Quintel, the American animator and creator best known for the television series "Regular Show."
  • D. Quasar Technologies
    Quasar Technologies is the company that originally developed the Qt application development framework, widely used for creating cross-platform software.
  • E. Capco
    Capco is a global management and technology consultancy specializing in the financial services industry.
  • 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_69e0c467e1f48190af2650b19175abc4 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69ef6c05a8d881909f747635bdb4ef09 completed April 27, 2026, 2 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a159a54708190ab9477dbcf1bfb2a completed May 17, 2026, 7:23 p.m.
NEDg Description generation batch_6a0a17c8879881909f810d965ef41061 completed May 17, 2026, 7:32 p.m.
NED2 Entity disambiguation (via description) batch_6a0a1855a75c8190bd810d94637df913 completed May 17, 2026, 7:34 p.m.
Created at: April 16, 2026, 6:36 p.m.