Triple

T5084568
Position Surface form Disambiguated ID Type / Status
Subject Flags of Our Fathers E114604 entity
Predicate producer P490 FINISHED
Object Robert Lorenz
Robert Lorenz is an American film producer and director best known for his long-time collaboration with Clint Eastwood on numerous critically acclaimed movies.
 E493692 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: Robert Lorenz | Statement: [Flags of Our Fathers, producer, Robert Lorenz]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Robert Lorenz
Context triple: [Flags of Our Fathers, producer, Robert Lorenz]
  • A. Albert Benitz
    Albert Benitz was a German cinematographer known for his work on numerous films during the early to mid-20th century, including projects associated with Leni Riefenstahl.
  • B. Phil Alden Robinson
    Phil Alden Robinson is an American screenwriter and director best known for writing and directing the acclaimed baseball fantasy film "Field of Dreams."
  • C. John Requa
    John Requa is an American screenwriter and director known for co-writing films such as "Bad Santa," "I Love You Phillip Morris," and "Jungle Cruise."
  • D. Laurence Laurentz
    Laurence Laurentz is a fussy, highbrow British film director in the Coen brothers’ movie "Hail, Caesar!" known for his exasperated attempts to work with a miscast cowboy star.
  • E. William Hoffman
    William Hoffman is a relatively common personal name shared by multiple notable individuals across fields such as literature, politics, and the arts.
  • 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: Robert Lorenz
Triple: [Flags of Our Fathers, producer, Robert Lorenz]
Generated description
Robert Lorenz is an American film producer and director best known for his long-time collaboration with Clint Eastwood on numerous critically acclaimed movies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Robert Lorenz
Target entity description: Robert Lorenz is an American film producer and director best known for his long-time collaboration with Clint Eastwood on numerous critically acclaimed movies.
  • A. Albert Benitz
    Albert Benitz was a German cinematographer known for his work on numerous films during the early to mid-20th century, including projects associated with Leni Riefenstahl.
  • B. Phil Alden Robinson
    Phil Alden Robinson is an American screenwriter and director best known for writing and directing the acclaimed baseball fantasy film "Field of Dreams."
  • C. John Requa
    John Requa is an American screenwriter and director known for co-writing films such as "Bad Santa," "I Love You Phillip Morris," and "Jungle Cruise."
  • D. Laurence Laurentz
    Laurence Laurentz is a fussy, highbrow British film director in the Coen brothers’ movie "Hail, Caesar!" known for his exasperated attempts to work with a miscast cowboy star.
  • E. William Hoffman
    William Hoffman is a relatively common personal name shared by multiple notable individuals across fields such as literature, politics, and the arts.
  • 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_69bd443e941881908eb4e8c685b6f656 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd75192d188190a7631bce5faf7de3 completed March 20, 2026, 4:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69beba6f3eb48190b544bf743829cb0c completed March 21, 2026, 3:34 p.m.
NEDg Description generation batch_69bebbf5c968819093aaca8a09b2ea14 completed March 21, 2026, 3:40 p.m.
NED2 Entity disambiguation (via description) batch_69bebc8e25e08190bad1791a97b6482d completed March 21, 2026, 3:43 p.m.
Created at: March 20, 2026, 1:40 p.m.