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.