Triple
T4017410
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ed Hochuli |
E91196
|
entity |
| Predicate | occupation |
P3
|
FINISHED |
| Object |
NFL referee
Ed Hochuli is a well-known former National Football League official recognized for his long tenure, muscular physique, and detailed on-field penalty explanations.
|
E407560
|
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: NFL referee | Statement: [Ed Hochuli, occupation, NFL referee]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: NFL referee Context triple: [Ed Hochuli, occupation, NFL referee]
-
A.
NFL officiating crews
NFL officiating crews are the professional teams of referees and officials responsible for enforcing the rules, ensuring fair play, and making on-field rulings during National Football League games.
-
B.
NBA referees
NBA referees are professional officials responsible for enforcing the league’s rules, maintaining game flow, and ensuring fair play during National Basketball Association games.
-
C.
Professional Referee Organization
The Professional Referee Organization is the body responsible for managing and assigning professional soccer match officials in the United States and Canada, particularly for Major League Soccer.
-
D.
NFL Commissioner
The NFL Commissioner is the chief executive of the National Football League, responsible for overseeing league operations, enforcing rules and policies, and representing the league’s interests with teams, players, and external stakeholders.
-
E.
The Referee
The Referee is the official in association football responsible for enforcing the Laws of the Game, making decisions on play, and maintaining order on the field.
- 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: NFL referee Triple: [Ed Hochuli, occupation, NFL referee]
Generated description
Ed Hochuli is a well-known former National Football League official recognized for his long tenure, muscular physique, and detailed on-field penalty explanations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: NFL referee Target entity description: Ed Hochuli is a well-known former National Football League official recognized for his long tenure, muscular physique, and detailed on-field penalty explanations.
-
A.
NFL officiating crews
NFL officiating crews are the professional teams of referees and officials responsible for enforcing the rules, ensuring fair play, and making on-field rulings during National Football League games.
-
B.
NBA referees
NBA referees are professional officials responsible for enforcing the league’s rules, maintaining game flow, and ensuring fair play during National Basketball Association games.
-
C.
Professional Referee Organization
The Professional Referee Organization is the body responsible for managing and assigning professional soccer match officials in the United States and Canada, particularly for Major League Soccer.
-
D.
NFL Commissioner
The NFL Commissioner is the chief executive of the National Football League, responsible for overseeing league operations, enforcing rules and policies, and representing the league’s interests with teams, players, and external stakeholders.
-
E.
The Referee
The Referee is the official in association football responsible for enforcing the Laws of the Game, making decisions on play, and maintaining order on the field.
- 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_69aed9618b04819081750d979d2af098 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefaa85ac881909e46fb3d76a794af |
completed | March 9, 2026, 4:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b54c792d948190aed89f2a52d65688 |
completed | March 14, 2026, 11:54 a.m. |
| NEDg | Description generation | batch_69b54cf3da208190aa844c9ea66354fe |
completed | March 14, 2026, 11:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b55159dc288190a63d5f5164b73bbb |
completed | March 14, 2026, 12:15 p.m. |
Created at: March 9, 2026, 3:35 p.m.