Triple

T14167496
Position Surface form Disambiguated ID Type / Status
Subject Voices E351116 entity
Predicate writer P1360 FINISHED
Object John Herzfeld
John Herzfeld is an American film and television director, screenwriter, and producer known for works such as "2 Days in the Valley" and various crime and drama projects.
E1083334 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: [Voices, writer, John Herzfeld]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Herzfeld
Context triple: [Voices, writer, 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. 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.
  • E. Elliott Abrams
    Elliott Abrams is an American diplomat and foreign policy official known for his prominent role in shaping U.S. interventionist policies in Latin America during the Reagan administration and later serving in senior national security positions under subsequent Republican presidents.
  • 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: [Voices, writer, John Herzfeld]
Generated description
John Herzfeld is an American film and television director, screenwriter, and producer known for works such as "2 Days in the Valley" and various crime and drama projects.
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, screenwriter, and producer known for works such as "2 Days in the Valley" and various crime and drama projects.
  • 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 chosen
    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. 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.
  • E. Elliott Abrams
    Elliott Abrams is an American diplomat and foreign policy official known for his prominent role in shaping U.S. interventionist policies in Latin America during the Reagan administration and later serving in senior national security positions under subsequent Republican presidents.
  • F. None of above.

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_69d8278775fc8190b0802d22ca2f495d completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de61b355f08190864c7322bbcb766d completed April 14, 2026, 3:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd324772e4819092aef7826b39b144 completed May 8, 2026, 12:45 a.m.
NEDg Description generation batch_69fd35da37608190848d54af6119ecec completed May 8, 2026, 1:01 a.m.
NED2 Entity disambiguation (via description) batch_69fd371626508190bd9a693f3253441c completed May 8, 2026, 1:06 a.m.
Created at: April 10, 2026, 1 a.m.