Triple

T13745335
Position Surface form Disambiguated ID Type / Status
Subject Dwele E330195 entity
Predicate notableWork P4 FINISHED
Object What You Gotta Do
"What You Gotta Do" is an R&B/soul track by American singer-songwriter and producer Dwele, showcasing his smooth vocals and laid-back, jazz-influenced style.
 E1060282 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: What You Gotta Do | Statement: [Dwele, notableWork, What You Gotta Do]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: What You Gotta Do
Context triple: [Dwele, notableWork, What You Gotta Do]
  • A. Whatcha Gonna Do
    "Whatcha Gonna Do" is a track from Peter Tosh’s influential reggae album "Legalize It," reflecting his socially conscious and politically charged musical style.
  • B. What Ya Gonna Do
    "What Ya Gonna Do" is a song by the American rock band Hinder, known for their post-grunge and hard rock style.
  • C. Do What U Gotta
    Do What U Gotta is a track featured on the album Manifesto.
  • D. Whatcha Gon Do
    "Whatcha Gon Do" is a track by Snoop Dogg featured on his 1998 studio album "Da Game Is to Be Sold, Not to Be Told."
  • E. What You Wanna Do
    "What You Wanna Do" is a song featured on the album "Superstar."
  • 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: What You Gotta Do
Triple: [Dwele, notableWork, What You Gotta Do]
Generated description
"What You Gotta Do" is an R&B/soul track by American singer-songwriter and producer Dwele, showcasing his smooth vocals and laid-back, jazz-influenced style.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: What You Gotta Do
Target entity description: "What You Gotta Do" is an R&B/soul track by American singer-songwriter and producer Dwele, showcasing his smooth vocals and laid-back, jazz-influenced style.
  • A. Whatcha Gonna Do
    "Whatcha Gonna Do" is a track from Peter Tosh’s influential reggae album "Legalize It," reflecting his socially conscious and politically charged musical style.
  • B. What Ya Gonna Do
    "What Ya Gonna Do" is a song by the American rock band Hinder, known for their post-grunge and hard rock style.
  • C. Do What U Gotta
    Do What U Gotta is a track featured on the album Manifesto.
  • D. Whatcha Gon Do
    "Whatcha Gon Do" is a track by Snoop Dogg featured on his 1998 studio album "Da Game Is to Be Sold, Not to Be Told."
  • E. What You Wanna Do
    "What You Wanna Do" is a song featured on the album "Superstar."
  • 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_69d81c573f288190aa2403d484fa3d49 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de0211ba5481909fbd5b447e3d5a02 completed April 14, 2026, 9 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7a851f68c81908b24bc5275a58ad3 completed May 3, 2026, 7:56 p.m.
NEDg Description generation batch_69f7a91deb3c8190ad2be7f1ca99ac9b completed May 3, 2026, 7:59 p.m.
NED2 Entity disambiguation (via description) batch_69f7ad51c6808190afa80fc3622399bf completed May 3, 2026, 8:17 p.m.
Created at: April 9, 2026, 10:08 p.m.