Triple

T16722850
Position Surface form Disambiguated ID Type / Status
Subject Madvillainy E406391 entity
Predicate featuresArtist P1952 FINISHED
Object Stacy Epps
Stacy Epps is an American underground hip-hop and soul vocalist known for her ethereal, jazz-influenced contributions to experimental rap projects.
E1231223 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: Stacy Epps | Statement: [Madvillainy, featuresArtist, Stacy Epps]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stacy Epps
Context triple: [Madvillainy, featuresArtist, Stacy Epps]
  • A. Stacey Adams
    "Stacey Adams" is a track featured on Snoop Dogg's 2000 hip-hop album "Tha Last Meal."
  • B. Larissa Weems
    Larissa Weems is a character from the Netflix series "Wednesday," serving as the poised and enigmatic principal of Nevermore Academy.
  • C. Stacy Wakefield
    Stacy Wakefield was the wife of longtime Boston Red Sox knuckleball pitcher Tim Wakefield and was known publicly for her involvement in charitable and community activities alongside him.
  • D. Sarah Brasfield
    Sarah Brasfield is known as the stepchild of American politician and former Nevada governor Jack Carter.
  • E. Stephanie Burrell
    Stephanie Burrell is best known as the wife of rapper and entertainer MC Hammer.
  • 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: Stacy Epps
Triple: [Madvillainy, featuresArtist, Stacy Epps]
Generated description
Stacy Epps is an American underground hip-hop and soul vocalist known for her ethereal, jazz-influenced contributions to experimental rap projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stacy Epps
Target entity description: Stacy Epps is an American underground hip-hop and soul vocalist known for her ethereal, jazz-influenced contributions to experimental rap projects.
  • A. Stacey Adams
    "Stacey Adams" is a track featured on Snoop Dogg's 2000 hip-hop album "Tha Last Meal."
  • B. Larissa Weems
    Larissa Weems is a character from the Netflix series "Wednesday," serving as the poised and enigmatic principal of Nevermore Academy.
  • C. Stacy Wakefield
    Stacy Wakefield was the wife of longtime Boston Red Sox knuckleball pitcher Tim Wakefield and was known publicly for her involvement in charitable and community activities alongside him.
  • D. Sarah Brasfield
    Sarah Brasfield is known as the stepchild of American politician and former Nevada governor Jack Carter.
  • E. Stephanie Burrell
    Stephanie Burrell is best known as the wife of rapper and entertainer MC Hammer.
  • 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_69d8838f242881908abd8bc138795886 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e387449eb08190b174f8e142ea631b completed April 18, 2026, 1:29 p.m.
NED1 Entity disambiguation (via context triple) batch_6a009d43c49081908eca922da8f90793 completed May 10, 2026, 2:59 p.m.
NEDg Description generation batch_6a00a19d8dc08190be5d750f71b083dc completed May 10, 2026, 3:17 p.m.
NED2 Entity disambiguation (via description) batch_6a00a269cacc81909d084c5d3497a4e6 completed May 10, 2026, 3:21 p.m.
Created at: April 10, 2026, 5:20 a.m.