Triple

T22077992
Position Surface form Disambiguated ID Type / Status
Subject After the Dark E545571 entity
Predicate producer P490 FINISHED
Object George Zakk
George Zakk is a film producer known for his work on independent and genre movies, including the philosophical sci-fi thriller "After the Dark."
 E1516927 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: George Zakk | Statement: [After the Dark, producer, George Zakk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: George Zakk
Context triple: [After the Dark, producer, George Zakk]
  • A. Frank Zariakas
    Frank Zariakas is a character in the film "Serenity" who serves as a key adversarial figure to the protagonist, Baker Dill.
  • B. Steve Zissis
    Steve Zissis is an American actor and frequent collaborator of the Duplass brothers, known for his work in independent films and television comedies.
  • C. George Zames
    George Zames was a prominent control theorist known for his foundational contributions to robust control and H-infinity methods in systems engineering.
  • D. Doug Zembiec
    Doug Zembiec was a highly decorated U.S. Marine Corps officer, known as the “Lion of Fallujah,” who was posthumously honored for his extraordinary bravery and leadership in combat.
  • E. John Zaccaro
    John Zaccaro is an American real estate developer best known as the husband of the late U.S. Congresswoman and 1984 vice-presidential nominee Geraldine Ferraro.
  • 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: George Zakk
Triple: [After the Dark, producer, George Zakk]
Generated description
George Zakk is a film producer known for his work on independent and genre movies, including the philosophical sci-fi thriller "After the Dark."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: George Zakk
Target entity description: George Zakk is a film producer known for his work on independent and genre movies, including the philosophical sci-fi thriller "After the Dark."
  • A. Frank Zariakas
    Frank Zariakas is a character in the film "Serenity" who serves as a key adversarial figure to the protagonist, Baker Dill.
  • B. Steve Zissis
    Steve Zissis is an American actor and frequent collaborator of the Duplass brothers, known for his work in independent films and television comedies.
  • C. George Zames
    George Zames was a prominent control theorist known for his foundational contributions to robust control and H-infinity methods in systems engineering.
  • D. Doug Zembiec
    Doug Zembiec was a highly decorated U.S. Marine Corps officer, known as the “Lion of Fallujah,” who was posthumously honored for his extraordinary bravery and leadership in combat.
  • E. John Zaccaro
    John Zaccaro is an American real estate developer best known as the husband of the late U.S. Congresswoman and 1984 vice-presidential nominee Geraldine Ferraro.
  • 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_69e11e3523488190badd54b5d580c00d completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f128b38844819084526372fa6c6e35 completed April 28, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a80b980408190a35b2816b17cc322 completed May 18, 2026, 3 a.m.
NEDg Description generation batch_6a0a81f51dbc8190a49506d7536d165b completed May 18, 2026, 3:05 a.m.
NED2 Entity disambiguation (via description) batch_6a0a82c10ce48190806498221cb55e7b completed May 18, 2026, 3:08 a.m.
Created at: April 16, 2026, 8:28 p.m.