Triple

T6455806
Position Surface form Disambiguated ID Type / Status
Subject Heavy D & the Boyz E141989 entity
Predicate member P10 FINISHED
Object Trouble T Roy
Trouble T Roy was an American hip hop dancer and performer best known as a member of Heavy D & the Boyz whose tragic accidental death inspired several notable tribute songs in the early 1990s.
E593480 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: Trouble T Roy | Statement: [Heavy D & the Boyz, member, Trouble T Roy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trouble T Roy
Context triple: [Heavy D & the Boyz, member, Trouble T Roy]
  • A. T-Roy
    T-Roy is the costumed Trojan warrior mascot who represents Troy University at athletic events and campus activities.
  • B. Dum Dum Dugan
    Dum Dum Dugan is a gruff, mustachioed World War II-era soldier and close ally of Nick Fury in Marvel Comics, renowned for his combat skills and leadership within elite military units.
  • C. Trae
    Trae is the given name of NBA All-Star point guard Trae Young, known for his deep shooting range and playmaking.
  • D. Trigger, Jr.
    Trigger, Jr. is the famous palomino horse that appeared alongside American singing cowboy Roy Rogers in numerous Western films and performances.
  • E. Johnny Lovo
    Johnny Lovo is a crime boss character in the 1932 gangster film "Scarface," serving as an early mentor and rival to the ambitious protagonist Tony Camonte.
  • 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: Trouble T Roy
Triple: [Heavy D & the Boyz, member, Trouble T Roy]
Generated description
Trouble T Roy was an American hip hop dancer and performer best known as a member of Heavy D & the Boyz whose tragic accidental death inspired several notable tribute songs in the early 1990s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trouble T Roy
Target entity description: Trouble T Roy was an American hip hop dancer and performer best known as a member of Heavy D & the Boyz whose tragic accidental death inspired several notable tribute songs in the early 1990s.
  • A. T-Roy
    T-Roy is the costumed Trojan warrior mascot who represents Troy University at athletic events and campus activities.
  • B. Dum Dum Dugan
    Dum Dum Dugan is a gruff, mustachioed World War II-era soldier and close ally of Nick Fury in Marvel Comics, renowned for his combat skills and leadership within elite military units.
  • C. Trae
    Trae is the given name of NBA All-Star point guard Trae Young, known for his deep shooting range and playmaking.
  • D. Trigger, Jr.
    Trigger, Jr. is the famous palomino horse that appeared alongside American singing cowboy Roy Rogers in numerous Western films and performances.
  • E. Johnny Lovo
    Johnny Lovo is a crime boss character in the 1932 gangster film "Scarface," serving as an early mentor and rival to the ambitious protagonist Tony Camonte.
  • 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_69c008d2f91c8190a8178767a35e08fc completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c069d4d588819090e8a56c46c0bfe9 completed March 22, 2026, 10:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69c64bdc4e808190a7c24b963ab0aa30 completed March 27, 2026, 9:20 a.m.
NEDg Description generation batch_69c64ce18f6c8190910dcc2fc553328e completed March 27, 2026, 9:24 a.m.
NED2 Entity disambiguation (via description) batch_69c64db784f08190b786c4de051ee527 completed March 27, 2026, 9:28 a.m.
Created at: March 22, 2026, 4:48 p.m.