Triple

T5447371
Position Surface form Disambiguated ID Type / Status
Subject Operation Finale E122281 entity
Predicate producer P490 FINISHED
Object Fred Berger
Fred Berger is a film producer best known for his work on acclaimed movies such as "La La Land" and other high-profile Hollywood projects.
E522871 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: Fred Berger | Statement: [Operation Finale, producer, Fred Berger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fred Berger
Context triple: [Operation Finale, producer, Fred Berger]
  • A. Edward Berger
    Edward Berger is a German film and television director known for his acclaimed work on series like "Patrick Melrose" and the Oscar-winning war drama "All Quiet on the Western Front."
  • B. Lee Weiner
    Lee Weiner is an American political activist best known as one of the Chicago Seven defendants charged with conspiracy and inciting riots during the 1968 Democratic National Convention protests.
  • C. Douglas Shulman
    Douglas Shulman is an American public official who served as the head of the U.S. Internal Revenue Service (IRS) during the late 2000s and early 2010s.
  • D. James Altman
    James Altman is the son of American lawyer and video game executive Robert A. Altman.
  • E. Lawrence Bender
    Lawrence Bender is an American film producer best known for his longtime collaboration with Quentin Tarantino on influential films such as "Pulp Fiction" and the "Kill Bill" series.
  • 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: Fred Berger
Triple: [Operation Finale, producer, Fred Berger]
Generated description
Fred Berger is a film producer best known for his work on acclaimed movies such as "La La Land" and other high-profile Hollywood projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fred Berger
Target entity description: Fred Berger is a film producer best known for his work on acclaimed movies such as "La La Land" and other high-profile Hollywood projects.
  • A. Edward Berger
    Edward Berger is a German film and television director known for his acclaimed work on series like "Patrick Melrose" and the Oscar-winning war drama "All Quiet on the Western Front."
  • B. Eddie Felson
    Eddie Felson is a fiercely ambitious, self-destructive pool hustler whose rise and fall in the world of high-stakes billiards explores themes of pride, integrity, and redemption.
  • C. Lee Weiner
    Lee Weiner is an American political activist best known as one of the Chicago Seven defendants charged with conspiracy and inciting riots during the 1968 Democratic National Convention protests.
  • D. Douglas Shulman
    Douglas Shulman is an American public official who served as the head of the U.S. Internal Revenue Service (IRS) during the late 2000s and early 2010s.
  • E. James Altman
    James Altman is the son of American lawyer and video game executive Robert A. Altman.
  • 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_69bd4640f52c81909e653ec361f66d76 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd91d0df348190b3de010c87cb6d5d completed March 20, 2026, 6:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf4881d6308190a4e7cb784eb520c9 completed March 22, 2026, 1:40 a.m.
NEDg Description generation batch_69bf4a783e7c8190a0d44fdc336afc5d completed March 22, 2026, 1:48 a.m.
NED2 Entity disambiguation (via description) batch_69bf4ade88f88190b0711feffd611f1c completed March 22, 2026, 1:50 a.m.
Created at: March 20, 2026, 2:07 p.m.