Triple

T2352292
Position Surface form Disambiguated ID Type / Status
Subject Much Ado About Nothing (1993 film) E47474 entity
Predicate editedBy P1954 FINISHED
Object Andrew Marcus
Andrew Marcus is a film editor best known for his work on major feature films, including Kenneth Branagh’s adaptation of "Much Ado About Nothing."
 E259338 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: Andrew Marcus | Statement: [Much Ado About Nothing (1993 film), editedBy, Andrew Marcus]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Andrew Marcus
Context triple: [Much Ado About Nothing (1993 film), editedBy, Andrew Marcus]
  • A. Andrew Marcus
    Andrew Marcus is a literary editor known for preparing an edition of E. M. Forster’s novel "Howards End."
  • B. Ian Murdock
    Ian Murdock was an American software engineer best known as the creator of the Debian GNU/Linux operating system.
  • C. Michael Woodford
    Michael Woodford is an influential American economist best known for his work on monetary theory and policy within the New Keynesian framework, particularly through his seminal book "Interest and Prices."
  • D. Larry Marcus
    Larry Marcus was an American screenwriter best known for his work on classic mid-20th-century films, including the adaptation of Agatha Christie's "Witness for the Prosecution."
  • E. Mark Walter
    Mark Walter is an American businessman and investor best known as the controlling owner of the Los Angeles Dodgers and co-founder of the investment firm Guggenheim Partners.
  • 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: Andrew Marcus
Triple: [Much Ado About Nothing (1993 film), editedBy, Andrew Marcus]
Generated description
Andrew Marcus is a film editor best known for his work on major feature films, including Kenneth Branagh’s adaptation of "Much Ado About Nothing."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Andrew Marcus
Target entity description: Andrew Marcus is a film editor best known for his work on major feature films, including Kenneth Branagh’s adaptation of "Much Ado About Nothing."
  • A. Andrew Marcus
    Andrew Marcus is a literary editor known for preparing an edition of E. M. Forster’s novel "Howards End."
  • B. Ian Murdock
    Ian Murdock was an American software engineer best known as the creator of the Debian GNU/Linux operating system.
  • C. Michael Woodford
    Michael Woodford is an influential American economist best known for his work on monetary theory and policy within the New Keynesian framework, particularly through his seminal book "Interest and Prices."
  • D. Larry Marcus
    Larry Marcus was an American screenwriter best known for his work on classic mid-20th-century films, including the adaptation of Agatha Christie's "Witness for the Prosecution."
  • E. Mark Walter
    Mark Walter is an American businessman and investor best known as the controlling owner of the Los Angeles Dodgers and co-founder of the investment firm Guggenheim Partners.
  • 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_69a88a1b678c8190bce986922ba60ce0 completed March 4, 2026, 7:38 p.m.
NER Named-entity recognition batch_69abc6f8ff548190b07505310e2bf0b9 completed March 7, 2026, 6:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae9631c9a481909a3051ac06afdca7 completed March 9, 2026, 9:43 a.m.
NEDg Description generation batch_69ae97f3e3348190824617b882a98146 completed March 9, 2026, 9:50 a.m.
NED2 Entity disambiguation (via description) batch_69ae98f57268819086c14006df46b794 completed March 9, 2026, 9:55 a.m.
Created at: March 4, 2026, 7:54 p.m.