Triple

T20197458
Position Surface form Disambiguated ID Type / Status
Subject Drexel Burnham Lambert E493125 entity
Predicate keyPerson P256 FINISHED
Object Fred Joseph
Fred Joseph was an American investment banker best known as the chief executive of Drexel Burnham Lambert during its rise and fall in the 1980s junk bond era.
E1417449 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: Fred Joseph | Statement: [Drexel Burnham Lambert, keyPerson, Fred Joseph]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fred Joseph
Context triple: [Drexel Burnham Lambert, keyPerson, Fred Joseph]
  • A. John Joseph
    John Joseph is the full given name of JJ Feild, a British-American actor known for his roles in film and television dramas.
  • B. Arthur Herbert Fonzarelli
    Arthur Herbert Fonzarelli, better known as "Fonzie" or "The Fonz," is a iconic leather-jacket-wearing greaser character from the American television sitcom "Happy Days," celebrated for his cool demeanor and catchphrases.
  • C. Fred Marcellino
    Fred Marcellino was an acclaimed American illustrator and book jacket designer renowned for his distinctive, influential covers for literary fiction and children's books.
  • D. William Fagan
    William Fagan is a relatively obscure individual whose name is notably recorded as a bearer of the surname Fagan.
  • E. Fred Robinson
    Fred Robinson was an American jazz trombonist active in the 1920s and 1930s, known for his work with Louis Armstrong and other leading early jazz ensembles.
  • 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: Fred Joseph
Triple: [Drexel Burnham Lambert, keyPerson, Fred Joseph]
Generated description
Fred Joseph was an American investment banker best known as the chief executive of Drexel Burnham Lambert during its rise and fall in the 1980s junk bond era.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fred Joseph
Target entity description: Fred Joseph was an American investment banker best known as the chief executive of Drexel Burnham Lambert during its rise and fall in the 1980s junk bond era.
  • A. John Joseph
    John Joseph is the full given name of JJ Feild, a British-American actor known for his roles in film and television dramas.
  • B. Arthur Herbert Fonzarelli
    Arthur Herbert Fonzarelli, better known as "Fonzie" or "The Fonz," is a iconic leather-jacket-wearing greaser character from the American television sitcom "Happy Days," celebrated for his cool demeanor and catchphrases.
  • C. Fred Marcellino
    Fred Marcellino was an acclaimed American illustrator and book jacket designer renowned for his distinctive, influential covers for literary fiction and children's books.
  • D. William Fagan
    William Fagan is a relatively obscure individual whose name is notably recorded as a bearer of the surname Fagan.
  • E. Fred Robinson
    Fred Robinson was an American jazz trombonist active in the 1920s and 1930s, known for his work with Louis Armstrong and other leading early jazz ensembles.
  • 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_69da6269614c8190bb40475d9d477358 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66ad99d50819090ddb7b546c65321 completed April 20, 2026, 6:05 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0843e4cc088190a33f932359490196 completed May 16, 2026, 10:16 a.m.
NEDg Description generation batch_6a0844c0f9ec81909773fa613e9aca08 completed May 16, 2026, 10:19 a.m.
NED2 Entity disambiguation (via description) batch_6a084591f43481908e11348b21721b8a completed May 16, 2026, 10:23 a.m.
Created at: April 11, 2026, 11:37 p.m.