Triple

T1786612
Position Surface form Disambiguated ID Type / Status
Subject Fergie E39406 entity
Predicate notableWork P4 FINISHED
Object M.I.L.F. $
"M.I.L.F. $" is a 2016 pop-rap single by Fergie known for its provocative theme and celebrity-filled music video satirizing the sexualization of motherhood.
E198366 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: M.I.L.F. $ | Statement: [Fergie, notableWork, M.I.L.F. $]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: M.I.L.F. $
Context triple: [Fergie, notableWork, M.I.L.F. $]
  • A. Mo Money Mo Problems
    "Mo Money Mo Problems" is a 1997 hip-hop single by The Notorious B.I.G. featuring Puff Daddy and Mase, known for its catchy Diana Ross sample and exploration of the complications that come with wealth and fame.
  • B. Hello Ladies: The Movie
    Hello Ladies: The Movie is a 2014 comedy film continuation of Stephen Merchant’s HBO series "Hello Ladies," following an awkward British web designer’s misadventures in Los Angeles dating culture.
  • C. Trophy Wife
    Trophy Wife is an American television sitcom that follows a former party girl adjusting to life as the third wife in a complicated blended family.
  • D. Millionaire
    "Millionaire" is a 2004 R&B/hip-hop single by American singer Kelis featuring André 3000, known for its laid-back groove and distinctive production.
  • E. Bad Moms
    Bad Moms is a 2016 American comedy film that follows an overworked mother who rebels against conventional parenting expectations, leading to wild misadventures with two fellow moms.
  • 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: M.I.L.F. $
Triple: [Fergie, notableWork, M.I.L.F. $]
Generated description
"M.I.L.F. $" is a 2016 pop-rap single by Fergie known for its provocative theme and celebrity-filled music video satirizing the sexualization of motherhood.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: M.I.L.F. $
Target entity description: "M.I.L.F. $" is a 2016 pop-rap single by Fergie known for its provocative theme and celebrity-filled music video satirizing the sexualization of motherhood.
  • A. Mo Money Mo Problems
    "Mo Money Mo Problems" is a 1997 hip-hop single by The Notorious B.I.G. featuring Puff Daddy and Mase, known for its catchy Diana Ross sample and exploration of the complications that come with wealth and fame.
  • B. Hello Ladies: The Movie
    Hello Ladies: The Movie is a 2014 comedy film continuation of Stephen Merchant’s HBO series "Hello Ladies," following an awkward British web designer’s misadventures in Los Angeles dating culture.
  • C. Trophy Wife
    Trophy Wife is an American television sitcom that follows a former party girl adjusting to life as the third wife in a complicated blended family.
  • D. Millionaire
    "Millionaire" is a 2004 R&B/hip-hop single by American singer Kelis featuring André 3000, known for its laid-back groove and distinctive production.
  • E. Bad Moms
    Bad Moms is a 2016 American comedy film that follows an overworked mother who rebels against conventional parenting expectations, leading to wild misadventures with two fellow moms.
  • 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_69a88631854081909723959921e45c2b completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa650ea238819093a15df6f9d73e2d completed March 6, 2026, 5:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69ada9a66da8819085867355c174adce completed March 8, 2026, 4:53 p.m.
NEDg Description generation batch_69adaab3b5008190ba5a07636fe3f2eb completed March 8, 2026, 4:58 p.m.
NED2 Entity disambiguation (via description) batch_69adaeb20390819098bad8951ec00d00 completed March 8, 2026, 5:15 p.m.
Created at: March 4, 2026, 7:32 p.m.