Triple

T12331597
Position Surface form Disambiguated ID Type / Status
Subject Speedknot Mobstaz E293972 entity
Predicate hasMember P10 FINISHED
Object Liffy Stokes
Liffy Stokes is an American rapper best known as a member of the Chicago hip hop duo Speedknot Mobstaz, affiliated with Twista.
 E980152 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: Liffy Stokes | Statement: [Speedknot Mobstaz, hasMember, Liffy Stokes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Liffy Stokes
Context triple: [Speedknot Mobstaz, hasMember, Liffy Stokes]
  • A. Proserpine Garnett
    Proserpine Garnett is a supporting character in George Bernard Shaw’s play "Candida," serving as the typist and secretary in Reverend James Morell’s household.
  • B. Sharona Fleming
    Sharona Fleming is a fictional nurse and assertive personal assistant to detective Adrian Monk on the television series "Monk."
  • C. Stefanie Scott
    Stefanie Scott is an American actress and singer best known for her roles in the Disney Channel series "A.N.T. Farm" and various horror and thriller films.
  • D. Grace Sheffield
    Grace Sheffield is the youngest, intellectually precocious daughter in the wealthy Sheffield family on the sitcom "The Nanny."
  • E. Marlorie Jones
    Marlorie Jones is the mother of Jamaican-American singer, model, and actress Grace Jones.
  • 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: Liffy Stokes
Triple: [Speedknot Mobstaz, hasMember, Liffy Stokes]
Generated description
Liffy Stokes is an American rapper best known as a member of the Chicago hip hop duo Speedknot Mobstaz, affiliated with Twista.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Liffy Stokes
Target entity description: Liffy Stokes is an American rapper best known as a member of the Chicago hip hop duo Speedknot Mobstaz, affiliated with Twista.
  • A. Proserpine Garnett
    Proserpine Garnett is a supporting character in George Bernard Shaw’s play "Candida," serving as the typist and secretary in Reverend James Morell’s household.
  • B. Sharona Fleming
    Sharona Fleming is a fictional nurse and assertive personal assistant to detective Adrian Monk on the television series "Monk."
  • C. Stefanie Scott
    Stefanie Scott is an American actress and singer best known for her roles in the Disney Channel series "A.N.T. Farm" and various horror and thriller films.
  • D. Grace Sheffield
    Grace Sheffield is the youngest, intellectually precocious daughter in the wealthy Sheffield family on the sitcom "The Nanny."
  • E. Marlorie Jones
    Marlorie Jones is the mother of Jamaican-American singer, model, and actress Grace Jones.
  • 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_69d6ab6ae0dc8190b1522a9c1c55c114 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d93f634ee08190b4f533505d402219 completed April 10, 2026, 6:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6346a3f34819091882004ab558347 completed May 2, 2026, 5:29 p.m.
NEDg Description generation batch_69f6356b545c819089a5f5b901afc5f2 completed May 2, 2026, 5:33 p.m.
NED2 Entity disambiguation (via description) batch_69f636382ffc8190becfae41757a45d8 completed May 2, 2026, 5:36 p.m.
Created at: April 8, 2026, 9:53 p.m.