Triple
T5731541
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jeffrey Skilling |
E126394
|
entity |
| Predicate | familyName |
P18
|
FINISHED |
| Object |
Skilling
Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
|
E539478
|
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: Skilling | Statement: [Jeffrey Skilling, familyName, Skilling]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Skilling Context triple: [Jeffrey Skilling, familyName, Skilling]
-
A.
“The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
-
B.
Skillman Foundation
The Skillman Foundation is a Detroit-based philanthropic organization focused on improving the lives and educational outcomes of children in the city.
-
C.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
D.
Kirkpatrick
Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
-
E.
Dollar Academy
Dollar Academy is a well-known independent day and boarding school located in the town of Dollar in Clackmannanshire, Scotland.
- 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: Skilling Triple: [Jeffrey Skilling, familyName, Skilling]
Generated description
Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Skilling Target entity description: Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
-
A.
“The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
-
B.
Skillman Foundation
The Skillman Foundation is a Detroit-based philanthropic organization focused on improving the lives and educational outcomes of children in the city.
-
C.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
D.
Kirkpatrick
Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
-
E.
Dollar Academy
Dollar Academy is a well-known independent day and boarding school located in the town of Dollar in Clackmannanshire, Scotland.
- 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_69c0083082288190b7478cead6b5430a |
completed | March 22, 2026, 3:18 p.m. |
| NER | Named-entity recognition | batch_69c02532fd308190a7434dd42a55e9ac |
completed | March 22, 2026, 5:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c05a906e008190bd2b9a3481733f14 |
completed | March 22, 2026, 9:09 p.m. |
| NEDg | Description generation | batch_69c05cabceac819095c4a114220efb1a |
completed | March 22, 2026, 9:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c05d30463481909876ca02516d31cc |
completed | March 22, 2026, 9:20 p.m. |
Created at: March 22, 2026, 3:47 p.m.