Triple

T16817141
Position Surface form Disambiguated ID Type / Status
Subject Neil Turok E408781 entity
Predicate coAuthor P398 FINISHED
Object Justin Khoury
Justin Khoury is a theoretical physicist known for his work in cosmology and modified gravity, including contributions to models of dark energy and dark matter.
E1235497 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: Justin Khoury | Statement: [Neil Turok, coAuthor, Justin Khoury]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Justin Khoury
Context triple: [Neil Turok, coAuthor, Justin Khoury]
  • A. Michael Nouri
    Michael Nouri is an American actor best known for his roles in films like "Flashdance" and numerous television series, including "NCIS" and "Damages."
  • B. Gregory Jbara
    Gregory Jbara is an American actor and singer best known for his Tony Award-winning performance in the musical "Billy Elliot" and his long-running role as Deputy Commissioner Garrett Moore on the TV series "Blue Bloods."
  • C. Chris Hajian
    Chris Hajian is an American film and television composer known for his work on projects such as the series "StartUp" and numerous independent films.
  • D. Andrew Miano
    Andrew Miano is an American film producer known for his work on independent and critically acclaimed movies, often collaborating with director Tom Ford and others.
  • E. Issa Kassis
    Issa Kassis is a Palestinian politician who serves as the mayor of Ramallah, a major cultural and administrative center in the West Bank.
  • 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: Justin Khoury
Triple: [Neil Turok, coAuthor, Justin Khoury]
Generated description
Justin Khoury is a theoretical physicist known for his work in cosmology and modified gravity, including contributions to models of dark energy and dark matter.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Justin Khoury
Target entity description: Justin Khoury is a theoretical physicist known for his work in cosmology and modified gravity, including contributions to models of dark energy and dark matter.
  • A. Michael Nouri
    Michael Nouri is an American actor best known for his roles in films like "Flashdance" and numerous television series, including "NCIS" and "Damages."
  • B. Gregory Jbara
    Gregory Jbara is an American actor and singer best known for his Tony Award-winning performance in the musical "Billy Elliot" and his long-running role as Deputy Commissioner Garrett Moore on the TV series "Blue Bloods."
  • C. Chris Hajian
    Chris Hajian is an American film and television composer known for his work on projects such as the series "StartUp" and numerous independent films.
  • D. Andrew Miano
    Andrew Miano is an American film producer known for his work on independent and critically acclaimed movies, often collaborating with director Tom Ford and others.
  • E. Issa Kassis
    Issa Kassis is a Palestinian politician who serves as the mayor of Ramallah, a major cultural and administrative center in the West Bank.
  • 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_69d88394566c8190b3dcbdc72935f7fa completed April 10, 2026, 4:59 a.m.
NER Named-entity recognition batch_69e3b2e30cf48190a61936ba0a49df24 completed April 18, 2026, 4:35 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00b297778c81909a2545c359739151 completed May 10, 2026, 4:30 p.m.
NEDg Description generation batch_6a00b4caae5081909017095977093704 completed May 10, 2026, 4:39 p.m.
NED2 Entity disambiguation (via description) batch_6a00b52f58e08190a28506f03fbeda15 completed May 10, 2026, 4:41 p.m.
Created at: April 10, 2026, 5:23 a.m.