Triple

T20214929
Position Surface form Disambiguated ID Type / Status
Subject Amblin' E493592 entity
Predicate producer P490 FINISHED
Object Dennis Hoffman
Dennis Hoffman is a film producer known for his work on projects associated with Steven Spielberg’s production company Amblin.
E1447900 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: Dennis Hoffman | Statement: [Amblin', producer, Dennis Hoffman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dennis Hoffman
Context triple: [Amblin', producer, Dennis Hoffman]
  • A. Ken Hofmann
    Ken Hofmann was an American real estate developer and sports team owner best known for co-owning Major League Baseball’s Oakland Athletics.
  • B. Bill Hofmann
    Bill Hofmann is an artist best known for creating the cover artwork for Barry Manilow’s 1975 album "Tryin’ to Get the Feeling."
  • C. Thomas Hoffman
    Thomas Hoffman is a relatively obscure individual whose name is shared with several people across different professions, making it difficult to attribute a single widely recognized identity to him.
  • D. Dennis Dreith
    Dennis Dreith is an American composer, orchestrator, and music industry executive known for his work on film and television scores and for advocating for musicians’ rights.
  • E. Sam Hoffman
    Sam Hoffman was a prominent landowner and developer whose contributions to the area led to the Chicago suburb of Hoffman Estates, Illinois, being named in his honor.
  • 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: Dennis Hoffman
Triple: [Amblin', producer, Dennis Hoffman]
Generated description
Dennis Hoffman is a film producer known for his work on projects associated with Steven Spielberg’s production company Amblin.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dennis Hoffman
Target entity description: Dennis Hoffman is a film producer known for his work on projects associated with Steven Spielberg’s production company Amblin.
  • A. Ken Hofmann
    Ken Hofmann was an American real estate developer and sports team owner best known for co-owning Major League Baseball’s Oakland Athletics.
  • B. Bill Hofmann
    Bill Hofmann is an artist best known for creating the cover artwork for Barry Manilow’s 1975 album "Tryin’ to Get the Feeling."
  • C. Thomas Hoffman
    Thomas Hoffman is a relatively obscure individual whose name is shared with several people across different professions, making it difficult to attribute a single widely recognized identity to him.
  • D. Dennis Dreith
    Dennis Dreith is an American composer, orchestrator, and music industry executive known for his work on film and television scores and for advocating for musicians’ rights.
  • E. Sam Hoffman
    Sam Hoffman was a prominent landowner and developer whose contributions to the area led to the Chicago suburb of Hoffman Estates, Illinois, being named in his honor.
  • 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_69da6269614c8190bb40475d9d477358 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66ed8101081908e53a8bde48624b1 completed April 20, 2026, 6:22 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08e8202e748190a043ac51dc8faa01 completed May 16, 2026, 9:56 p.m.
NEDg Description generation batch_6a08e88b1e1c8190a02a52e50470ce79 completed May 16, 2026, 9:58 p.m.
NED2 Entity disambiguation (via description) batch_6a08e923a134819082e8d677c420f8ce completed May 16, 2026, 10:01 p.m.
Created at: April 11, 2026, 11:38 p.m.