Triple

T15515952
Position Surface form Disambiguated ID Type / Status
Subject Two of a Kind E368834 entity
Predicate director P255 FINISHED
Object John Herzfeld
John Herzfeld is an American film and television director and screenwriter known for his work on crime dramas and character-driven ensemble pieces.
 E1161986 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: John Herzfeld | Statement: [Two of a Kind, director, John Herzfeld]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Herzfeld
Context triple: [Two of a Kind, director, John Herzfeld]
  • A. Peter Kornbluh
    Peter Kornbluh is an American historian and investigative journalist known for his work on U.S. foreign policy and declassified government documents, particularly regarding Latin America.
  • B. Max Löwenthal
    Max Löwenthal was a German lawyer and civil servant best known as the first husband of Elsa Einstein, who later married Albert Einstein.
  • C. Jim Herzfeld
    Jim Herzfeld is an American screenwriter best known for co-writing the hit comedy film "Meet the Parents" and its sequel "Meet the Fockers."
  • D. Jimmy Herf
    Jimmy Herf is a central, disillusioned journalist and observer of New York City’s social upheavals in John Dos Passos’s modernist novel "Manhattan Transfer."
  • E. David Kershenbaum
    David Kershenbaum is an American record producer known for his work with prominent artists across folk, rock, and pop music since the 1970s.
  • 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: John Herzfeld
Triple: [Two of a Kind, director, John Herzfeld]
Generated description
John Herzfeld is an American film and television director and screenwriter known for his work on crime dramas and character-driven ensemble pieces.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Herzfeld
Target entity description: John Herzfeld is an American film and television director and screenwriter known for his work on crime dramas and character-driven ensemble pieces.
  • A. Peter Kornbluh
    Peter Kornbluh is an American historian and investigative journalist known for his work on U.S. foreign policy and declassified government documents, particularly regarding Latin America.
  • B. Max Löwenthal
    Max Löwenthal was a German lawyer and civil servant best known as the first husband of Elsa Einstein, who later married Albert Einstein.
  • C. Jim Herzfeld
    Jim Herzfeld is an American screenwriter best known for co-writing the hit comedy film "Meet the Parents" and its sequel "Meet the Fockers."
  • D. Jimmy Herf
    Jimmy Herf is a central, disillusioned journalist and observer of New York City’s social upheavals in John Dos Passos’s modernist novel "Manhattan Transfer."
  • E. David Kershenbaum
    David Kershenbaum is an American record producer known for his work with prominent artists across folk, rock, and pop music since the 1970s.
  • 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_69d85a1794cc8190b0b428716296e63e completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e04033303c8190a87b6384f68a6921 completed April 16, 2026, 1:49 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff3d5111648190a61fc87170b0d93c completed May 9, 2026, 1:57 p.m.
NEDg Description generation batch_69ff3f075bb881908c254137ca7c3f9f completed May 9, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69ff3f87f788819080eccae52b0df145 completed May 9, 2026, 2:07 p.m.
Created at: April 10, 2026, 4:02 a.m.