Triple

T725384
Position Surface form Disambiguated ID Type / Status
Subject Ed Hochuli E14713 entity
Predicate lawFirm P18672 FINISHED
Object Jones, Skelton & Hochuli
Jones, Skelton & Hochuli is a Phoenix-based civil litigation and insurance defense law firm co-founded by prominent attorney and NFL referee Ed Hochuli.
E86788 NE FINISHED

How this triple was built (5 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: Jones, Skelton & Hochuli | Statement: [Ed Hochuli, lawFirm, Jones, Skelton & Hochuli]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jones, Skelton & Hochuli
Context triple: [Ed Hochuli, lawFirm, Jones, Skelton & Hochuli]
  • A. Miller, Orton & Mulligan
    Miller, Orton & Mulligan was a 19th-century American publishing firm known for issuing significant works of abolitionist and reform literature.
  • B. Waddell & Hardesty
    Waddell & Hardesty was an American engineering and architectural firm known for designing major steel bridges and other large-scale infrastructure projects in the early 20th century.
  • C. Clark/Hunt/Smoot
    Clark/Hunt/Smoot is a construction joint venture known for serving as the primary builder on major projects, including large sports venues in the United States.
  • D. Shreve, Lamb & Harmon
    Shreve, Lamb & Harmon was a prominent American architectural firm best known for designing New York City's iconic Empire State Building.
  • E. Kivett & Myers
    Kivett & Myers was an American architectural firm best known for designing major sports venues, including Arrowhead Stadium in Kansas City.
  • 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: Jones, Skelton & Hochuli
Triple: [Ed Hochuli, lawFirm, Jones, Skelton & Hochuli]
Generated description
Jones, Skelton & Hochuli is a Phoenix-based civil litigation and insurance defense law firm co-founded by prominent attorney and NFL referee Ed Hochuli.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jones, Skelton & Hochuli
Target entity description: Jones, Skelton & Hochuli is a Phoenix-based civil litigation and insurance defense law firm co-founded by prominent attorney and NFL referee Ed Hochuli.
  • A. Miller, Orton & Mulligan
    Miller, Orton & Mulligan was a 19th-century American publishing firm known for issuing significant works of abolitionist and reform literature.
  • B. Waddell & Hardesty
    Waddell & Hardesty was an American engineering and architectural firm known for designing major steel bridges and other large-scale infrastructure projects in the early 20th century.
  • C. Clark/Hunt/Smoot
    Clark/Hunt/Smoot is a construction joint venture known for serving as the primary builder on major projects, including large sports venues in the United States.
  • D. Shreve, Lamb & Harmon
    Shreve, Lamb & Harmon was a prominent American architectural firm best known for designing New York City's iconic Empire State Building.
  • E. Kivett & Myers
    Kivett & Myers was an American architectural firm best known for designing major sports venues, including Arrowhead Stadium in Kansas City.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: lawFirm
Context triple: [Ed Hochuli, lawFirm, Jones, Skelton & Hochuli]
  • A. legalRepresentation
    Indicates that one entity formally acts on behalf of another in legal matters, such as providing counsel, advocacy, or defense within a legal system.
  • B. architectureFirm
    Indicates that one entity is an architecture firm responsible for providing architectural services or design work to another entity.
  • C. practicedLawIn
    Indicates that a person engaged in the professional practice of law within a specified jurisdiction or location.
  • D. branchOfLaw
    Indicates a relationship where one legal field or discipline is a subdivision or specialized area within a broader body of law.
  • E. legalSubject
    Indicates that an entity is the bearer of legal rights, duties, or responsibilities within a legal relationship or context.
  • F. None of above. chosen

Provenance (7 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_69a4934c753c81909b309027e48b9b3a completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a5a7fb7c819096db848fe2ba246a completed March 1, 2026, 8:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69a6375c16488190a8509e1e2b5c6a7d completed March 3, 2026, 1:20 a.m.
NEDg Description generation batch_69a63bb28e1c8190bb363ef7d389dddd completed March 3, 2026, 1:38 a.m.
NED2 Entity disambiguation (via description) batch_69a63c2ac310819095eacf5017a637f2 completed March 3, 2026, 1:40 a.m.
PD Predicate disambiguation batch_69a4a4f700cc81908c6de3eedf68433c completed March 1, 2026, 8:43 p.m.
PDg Predicate description generation batch_69a4a55a26e081908134ee93faaf7c40 completed March 1, 2026, 8:45 p.m.
Created at: March 1, 2026, 7:37 p.m.