Triple

T2521425
Position Surface form Disambiguated ID Type / Status
Subject Teen Mom E55530 entity
Predicate featuresCastMember P7010 FINISHED
Object Maci Bookout
Maci Bookout is an American reality television personality and author best known for chronicling her experiences as a young mother on MTV’s 16 and Pregnant and Teen Mom.
E275664 NE FINISHED

How this triple was built (5 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: Maci Bookout | Statement: [Teen Mom, featuresCastMember, Maci Bookout]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maci Bookout
Context triple: [Teen Mom, featuresCastMember, Maci Bookout]
  • A. Sabrina Carpenter
    Sabrina Carpenter is an American singer, songwriter, and actress known for her pop music career and breakout role on the Disney Channel series "Girl Meets World."
  • B. Tori Kelly
    Tori Kelly is an American singer-songwriter known for her powerful vocals, soulful pop and R&B style, and breakout success following her early exposure on YouTube and American Idol.
  • C. Hayley McFarland
    Hayley McFarland is an American actress best known for her roles in horror and drama projects, including a supporting role in the film "The Conjuring" and appearances on television series such as "Lie to Me."
  • D. Fantasia Barrino
    Fantasia Barrino is an American R&B singer and actress who rose to fame as the winner of the third season of American Idol.
  • E. Heaven Hart
    Heaven Hart is the daughter of American comedian and actor Kevin Hart.
  • 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: Maci Bookout
Triple: [Teen Mom, featuresCastMember, Maci Bookout]
Generated description
Maci Bookout is an American reality television personality and author best known for chronicling her experiences as a young mother on MTV’s 16 and Pregnant and Teen Mom.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maci Bookout
Target entity description: Maci Bookout is an American reality television personality and author best known for chronicling her experiences as a young mother on MTV’s 16 and Pregnant and Teen Mom.
  • A. Sabrina Carpenter
    Sabrina Carpenter is an American singer, songwriter, and actress known for her pop music career and breakout role on the Disney Channel series "Girl Meets World."
  • B. Tori Kelly
    Tori Kelly is an American singer-songwriter known for her powerful vocals, soulful pop and R&B style, and breakout success following her early exposure on YouTube and American Idol.
  • C. Hayley McFarland
    Hayley McFarland is an American actress best known for her roles in horror and drama projects, including a supporting role in the film "The Conjuring" and appearances on television series such as "Lie to Me."
  • D. Fantasia Barrino
    Fantasia Barrino is an American R&B singer and actress who rose to fame as the winner of the third season of American Idol.
  • E. Heaven Hart
    Heaven Hart is the daughter of American comedian and actor Kevin Hart.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: featuresCastMember
Context triple: [Teen Mom, featuresCastMember, Maci Bookout]
  • A. notableCastMember chosen
    Indicates that an entity is a member of the cast of another entity (such as a film, show, or production) and is considered particularly notable or significant in that role.
  • B. notableCastFeature
    Indicates that a cast member has a distinctive or noteworthy characteristic, role, or attribute that is especially significant in the context of the production.
  • C. starredActor
    Indicates that an actor performed a leading or significant role in a particular production or work.
  • D. hasCrewRole
    Indicates that an entity serves in a specific role or position within a crew associated with another entity.
  • E. cast
    Indicates that an agent selects and assigns a person or thing to play a specific role or function in a production or context.
  • F. None of above.

Provenance (6 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_69ab49e4749c8190813311efd1630f1b completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd2367b6c819094239dfd12399643 completed March 7, 2026, 7:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69af2ba64390819083ea639eb4c1a1bd completed March 9, 2026, 8:20 p.m.
NEDg Description generation batch_69af516e6e888190bb5eca3f6b134dcd completed March 9, 2026, 11:02 p.m.
NED2 Entity disambiguation (via description) batch_69af5223fa948190a7db252c9fc367a5 completed March 9, 2026, 11:05 p.m.
PD Predicate disambiguation batch_69abd0c144b0819092f32a13c1d127e5 completed March 7, 2026, 7:16 a.m.
Created at: March 6, 2026, 9:46 p.m.