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.