Triple

T10141702
Position Surface form Disambiguated ID Type / Status
Subject Shep Crawford E231597 entity
Predicate notableWork P4 FINISHED
Object “He’ll Never Be (Notorious)”
“He’ll Never Be (Notorious)” is an R&B song written and produced by Shep Crawford, best known for his emotionally driven, soulful ballads.
E844378 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: “He’ll Never Be (Notorious)” | Statement: [Shep Crawford, notableWork, “He’ll Never Be (Notorious)”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “He’ll Never Be (Notorious)”
Context triple: [Shep Crawford, notableWork, “He’ll Never Be (Notorious)”]
  • A. Notorious Woman
    Notorious Woman is a British television drama series in which Rosemary Harris portrays the French writer and feminist George Sand.
  • B. "Nigga Please"
    "Nigga Please" is a 1999 hip hop album by Wu-Tang Clan member Ol' Dirty Bastard, known for its eccentric style, provocative title, and offbeat, humorous approach to rap.
  • C. I Ain’t Never
    "I Ain’t Never" is a popular country song co-written and recorded by Mel Tillis that became one of his signature hits.
  • D. "Can't Nobody Hold Me Down"
    "Can't Nobody Hold Me Down" is a 1997 debut single by Puff Daddy featuring Mase that became a major hip-hop hit and helped launch Sean Combs' career as a recording artist.
  • E. "Young Money Nigga"
    "Young Money Nigga" is a track by Lil Wayne from his 2002 studio album *500 Degreez*, showcasing his early 2000s Southern hip hop style and themes of wealth, status, and street credibility.
  • 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: “He’ll Never Be (Notorious)”
Triple: [Shep Crawford, notableWork, “He’ll Never Be (Notorious)”]
Generated description
“He’ll Never Be (Notorious)” is an R&B song written and produced by Shep Crawford, best known for his emotionally driven, soulful ballads.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “He’ll Never Be (Notorious)”
Target entity description: “He’ll Never Be (Notorious)” is an R&B song written and produced by Shep Crawford, best known for his emotionally driven, soulful ballads.
  • A. Notorious Woman
    Notorious Woman is a British television drama series in which Rosemary Harris portrays the French writer and feminist George Sand.
  • B. "Nigga Please"
    "Nigga Please" is a 1999 hip hop album by Wu-Tang Clan member Ol' Dirty Bastard, known for its eccentric style, provocative title, and offbeat, humorous approach to rap.
  • C. I Ain’t Never
    "I Ain’t Never" is a popular country song co-written and recorded by Mel Tillis that became one of his signature hits.
  • D. "Can't Nobody Hold Me Down"
    "Can't Nobody Hold Me Down" is a 1997 debut single by Puff Daddy featuring Mase that became a major hip-hop hit and helped launch Sean Combs' career as a recording artist.
  • E. "Young Money Nigga"
    "Young Money Nigga" is a track by Lil Wayne from his 2002 studio album *500 Degreez*, showcasing his early 2000s Southern hip hop style and themes of wealth, status, and street credibility.
  • 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_69ca848364f881908a24366a6feec1db completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdeb2599e0819090184631e481310c completed April 2, 2026, 4:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2e603d4548190a561e735c603946f completed April 5, 2026, 10:45 p.m.
NEDg Description generation batch_69d2e7d9932c8190b1947df14f373f9c completed April 5, 2026, 10:53 p.m.
NED2 Entity disambiguation (via description) batch_69d2e8c425b88190b20f1706fe3343f4 completed April 5, 2026, 10:57 p.m.
Created at: March 30, 2026, 9:07 p.m.