Triple

T14346618
Position Surface form Disambiguated ID Type / Status
Subject James Laxton E355739 entity
Predicate spouse P13 FINISHED
Object Ava Berkofsky
Ava Berkofsky is an American cinematographer known for her acclaimed work on television series such as "Insecure," where she has been praised for her innovative lighting and visual style.
E1093586 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: Ava Berkofsky | Statement: [James Laxton, spouse, Ava Berkofsky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ava Berkofsky
Context triple: [James Laxton, spouse, Ava Berkofsky]
  • A. Ava Kolker
    Ava Kolker is an American actress and singer best known for her role as Ava Morgenstern on the Disney Channel series "Girl Meets World."
  • B. Risa Zaitschek
    Risa Zaitschek is a visual artist and designer best known for creating the cover art for Neil Young’s album "Rust Never Sleeps."
  • C. Alina Margolis
    Alina Margolis was a Polish Jewish pediatrician, Holocaust survivor, and humanitarian activist known for her medical and social work, including with organizations aiding Jews during and after World War II.
  • D. Amanda Reifer
    Amanda Reifer is a Barbadian singer and former lead vocalist of the pop band Cover Drive who has gained wider recognition through high-profile collaborations in contemporary R&B and hip-hop.
  • E. Jessica Szohr
    Jessica Szohr is an American actress best known for her role as Vanessa Abrams on the television series "Gossip Girl" and later as a main cast member on the sci-fi comedy-drama "The Orville."
  • 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: Ava Berkofsky
Triple: [James Laxton, spouse, Ava Berkofsky]
Generated description
Ava Berkofsky is an American cinematographer known for her acclaimed work on television series such as "Insecure," where she has been praised for her innovative lighting and visual style.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ava Berkofsky
Target entity description: Ava Berkofsky is an American cinematographer known for her acclaimed work on television series such as "Insecure," where she has been praised for her innovative lighting and visual style.
  • A. Ava Kolker
    Ava Kolker is an American actress and singer best known for her role as Ava Morgenstern on the Disney Channel series "Girl Meets World."
  • B. Risa Zaitschek
    Risa Zaitschek is a visual artist and designer best known for creating the cover art for Neil Young’s album "Rust Never Sleeps."
  • C. Alina Margolis
    Alina Margolis was a Polish Jewish pediatrician, Holocaust survivor, and humanitarian activist known for her medical and social work, including with organizations aiding Jews during and after World War II.
  • D. Amanda Reifer
    Amanda Reifer is a Barbadian singer and former lead vocalist of the pop band Cover Drive who has gained wider recognition through high-profile collaborations in contemporary R&B and hip-hop.
  • E. Jessica Szohr
    Jessica Szohr is an American actress best known for her role as Vanessa Abrams on the television series "Gossip Girl" and later as a main cast member on the sci-fi comedy-drama "The Orville."
  • 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_69d82790a7e08190877e2d349b2e8d8e completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de8e8b81bc8190ace2a575faf55cc0 completed April 14, 2026, 6:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd469f63b881909c164b1aaadcc15d completed May 8, 2026, 2:12 a.m.
NEDg Description generation batch_69fd47bbc5e081908aa8b0e76661234f completed May 8, 2026, 2:17 a.m.
NED2 Entity disambiguation (via description) batch_69fd4840f0688190975d8c3c7eefb132 completed May 8, 2026, 2:19 a.m.
Created at: April 10, 2026, 1:14 a.m.