Triple

T7294622
Position Surface form Disambiguated ID Type / Status
Subject The Love Machine E164487 entity
Predicate screenwriter P2831 FINISHED
Object Bill Manhoff
Bill Manhoff was an American television and film writer best known for his work on 1960s and 1970s sitcoms, including creating the series "The Odd Couple."
E689400 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: Bill Manhoff | Statement: [The Love Machine, screenwriter, Bill Manhoff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bill Manhoff
Context triple: [The Love Machine, screenwriter, Bill Manhoff]
  • A. Doug Mankoff
    Doug Mankoff is a film and television producer known for financing and executive producing a wide range of independent and prestige projects.
  • B. Bill Hickman
    Bill Hickman was an American stunt driver, stunt coordinator, and character actor best known for his high-speed car chase work in classic films such as Bullitt, The French Connection, and The Seven-Ups.
  • C. Robert Hohman
    Robert Hohman is an American entrepreneur best known as the co-founder and former CEO of Glassdoor, a popular platform for anonymous employee reviews and salary information.
  • D. Bill Manning
    Bill Manning is an American sports executive best known for serving as president of Major League Soccer clubs, including Toronto FC and previously Real Salt Lake.
  • E. Jim Veltman
    Jim Veltman is a former Canadian professional lacrosse player renowned as one of the greatest leaders and transition players in National Lacrosse League history, particularly with the Toronto Rock.
  • 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: Bill Manhoff
Triple: [The Love Machine, screenwriter, Bill Manhoff]
Generated description
Bill Manhoff was an American television and film writer best known for his work on 1960s and 1970s sitcoms, including creating the series "The Odd Couple."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bill Manhoff
Target entity description: Bill Manhoff was an American television and film writer best known for his work on 1960s and 1970s sitcoms, including creating the series "The Odd Couple."
  • A. Doug Mankoff
    Doug Mankoff is a film and television producer known for financing and executive producing a wide range of independent and prestige projects.
  • B. Bill Hickman
    Bill Hickman was an American stunt driver, stunt coordinator, and character actor best known for his high-speed car chase work in classic films such as Bullitt, The French Connection, and The Seven-Ups.
  • C. Robert Hohman
    Robert Hohman is an American entrepreneur best known as the co-founder and former CEO of Glassdoor, a popular platform for anonymous employee reviews and salary information.
  • D. Bill Manning
    Bill Manning is an American sports executive best known for serving as president of Major League Soccer clubs, including Toronto FC and previously Real Salt Lake.
  • E. Jim Veltman
    Jim Veltman is a former Canadian professional lacrosse player renowned as one of the greatest leaders and transition players in National Lacrosse League history, particularly with the Toronto Rock.
  • 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_69c6887a499881909dd23341399c59d8 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6eb8b7cc08190983739bf667057c9 completed March 27, 2026, 8:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8fa20137081909a21ac366c19407f completed March 29, 2026, 10:08 a.m.
NEDg Description generation batch_69c8fde9ff1c81909aaae20da6c18a50 completed March 29, 2026, 10:24 a.m.
NED2 Entity disambiguation (via description) batch_69c8fe364fb081908cf0959809c204e2 completed March 29, 2026, 10:25 a.m.
Created at: March 27, 2026, 3 p.m.