Triple
T13486699
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Dirty John |
E318521
|
entity |
| Predicate | executiveProducer |
P7225
|
FINISHED |
| Object |
Mark Herzog
Mark Herzog is a television and film producer known for his work on true-crime and documentary projects, including serving as an executive producer on the series "Dirty John."
|
E1043583
|
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: Mark Herzog | Statement: [Dirty John, executiveProducer, Mark Herzog]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mark Herzog Context triple: [Dirty John, executiveProducer, Mark Herzog]
-
A.
Mark Natanson
Mark Natanson was a prominent Russian revolutionary and political activist who played a key role in the development of populist and socialist movements in late 19th- and early 20th-century Russia.
-
B.
Michael Rachmil
Michael Rachmil is a film producer best known for his work on the 1987 romantic comedy "Roxanne" starring Steve Martin.
-
C.
Jeffrey Zaslow
Jeffrey Zaslow was an American author and journalist best known for co-authoring inspirational bestsellers such as "The Last Lecture" and other notable nonfiction works.
-
D.
Michael Aizenman
Michael Aizenman is a mathematical physicist renowned for his influential work in statistical mechanics, probability theory, and quantum field theory.
-
E.
Amir Tessler
Amir Tessler is an Israeli actor best known for his role in the film adaptation of Amos Oz's autobiographical novel "A Tale of Love and Darkness."
- 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: Mark Herzog Triple: [Dirty John, executiveProducer, Mark Herzog]
Generated description
Mark Herzog is a television and film producer known for his work on true-crime and documentary projects, including serving as an executive producer on the series "Dirty John."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mark Herzog Target entity description: Mark Herzog is a television and film producer known for his work on true-crime and documentary projects, including serving as an executive producer on the series "Dirty John."
-
A.
Mark Natanson
Mark Natanson was a prominent Russian revolutionary and political activist who played a key role in the development of populist and socialist movements in late 19th- and early 20th-century Russia.
-
B.
Michael Rachmil
Michael Rachmil is a film producer best known for his work on the 1987 romantic comedy "Roxanne" starring Steve Martin.
-
C.
Jeffrey Zaslow
Jeffrey Zaslow was an American author and journalist best known for co-authoring inspirational bestsellers such as "The Last Lecture" and other notable nonfiction works.
-
D.
Michael Aizenman
Michael Aizenman is a mathematical physicist renowned for his influential work in statistical mechanics, probability theory, and quantum field theory.
-
E.
Amir Tessler
Amir Tessler is an Israeli actor best known for his role in the film adaptation of Amos Oz's autobiographical novel "A Tale of Love and Darkness."
- 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_69d806b6bfec819089222715b2e86c8e |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69dbaf3b9b488190bb4e11424ff599c8 |
completed | April 12, 2026, 2:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f74638e2088190a126791f60b541c7 |
completed | May 3, 2026, 12:57 p.m. |
| NEDg | Description generation | batch_69f74cb6cae881909563983a38311db7 |
completed | May 3, 2026, 1:25 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f74d5389f08190826f0e550c8bb6c2 |
completed | May 3, 2026, 1:27 p.m. |
Created at: April 9, 2026, 9:42 p.m.