Triple

T11465411
Position Surface form Disambiguated ID Type / Status
Subject Dead of Winter E271767 entity
Predicate screenwriter P2831 FINISHED
Object Marc Shmuger
Marc Shmuger is an American film executive and producer who has held top leadership roles at major studios such as Universal Pictures.
 E927954 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: Marc Shmuger | Statement: [Dead of Winter, screenwriter, Marc Shmuger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marc Shmuger
Context triple: [Dead of Winter, screenwriter, Marc Shmuger]
  • A. Marc Roskin
    Marc Roskin is a television producer and director best known for his work on genre and adventure series such as "The Librarians."
  • B. Dov Frohman
    Dov Frohman is an Israeli engineer and inventor best known for pioneering the EPROM (erasable programmable read-only memory) and for his leadership role at Intel Israel.
  • C. Ben Shenkman
    Ben Shenkman is an American actor known for his work in film, television, and theater, including acclaimed roles in projects like "Angels in America."
  • D. Sam Zvibleman
    Sam Zvibleman is a filmmaker and television writer-director best known for co-creating and directing the coming-of-age comedy series "PEN15."
  • E. Michael Chernus
    Michael Chernus is an American actor known for his character roles in film, television, and theater, including appearances in projects like "Orange Is the New Black" and various independent films.
  • 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: Marc Shmuger
Triple: [Dead of Winter, screenwriter, Marc Shmuger]
Generated description
Marc Shmuger is an American film executive and producer who has held top leadership roles at major studios such as Universal Pictures.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marc Shmuger
Target entity description: Marc Shmuger is an American film executive and producer who has held top leadership roles at major studios such as Universal Pictures.
  • A. Marc Roskin
    Marc Roskin is a television producer and director best known for his work on genre and adventure series such as "The Librarians."
  • B. Dov Frohman
    Dov Frohman is an Israeli engineer and inventor best known for pioneering the EPROM (erasable programmable read-only memory) and for his leadership role at Intel Israel.
  • C. Ben Shenkman
    Ben Shenkman is an American actor known for his work in film, television, and theater, including acclaimed roles in projects like "Angels in America."
  • D. Sam Zvibleman
    Sam Zvibleman is a filmmaker and television writer-director best known for co-creating and directing the coming-of-age comedy series "PEN15."
  • E. Michael Chernus
    Michael Chernus is an American actor known for his character roles in film, television, and theater, including appearances in projects like "Orange Is the New Black" and various independent films.
  • 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_69d6aae0c8d881908a5a360c0be3242e completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d822f5eb988190b309b8e309f6d1a5 completed April 9, 2026, 10:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5e9377ff4819096971a77e0181eaf completed April 20, 2026, 8:52 a.m.
NEDg Description generation batch_69e5f1593c2c8190885f80ad5eeba3ec completed April 20, 2026, 9:26 a.m.
NED2 Entity disambiguation (via description) batch_69e5f87bbd988190ac388a3c34b2e95a completed April 20, 2026, 9:57 a.m.
Created at: April 8, 2026, 9:35 p.m.