Triple

T10031427
Position Surface form Disambiguated ID Type / Status
Subject Baby Driver E204860 entity
Predicate editedBy P1954 FINISHED
Object Paul Machliss
Paul Machliss is a film editor best known for his fast-paced, music-synchronized cutting style on Edgar Wright films such as *Baby Driver*.
E880567 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: Paul Machliss | Statement: [Baby Driver, editedBy, Paul Machliss]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paul Machliss
Context triple: [Baby Driver, editedBy, Paul Machliss]
  • A. John Masius
    John Masius is an American television writer and producer best known for creating and writing several popular drama series, including the spiritual drama "Touched by an Angel."
  • B. Andrew Heiskell
    Andrew Heiskell was an American publishing executive and philanthropist best known as a longtime leader of Time Inc. and a prominent figure in New York’s cultural and civic life.
  • C. Anthony Kilhoffer
    Anthony Kilhoffer is a Grammy-winning American record producer and audio engineer known for his extensive work with artists like Kanye West and other major hip-hop and pop acts.
  • D. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • E. William Rotsler
    William Rotsler was an American science fiction fan, artist, and writer known for his prolific fan art, cartoons, and contributions to fandom culture.
  • 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: Paul Machliss
Triple: [Baby Driver, editedBy, Paul Machliss]
Generated description
Paul Machliss is a film editor best known for his fast-paced, music-synchronized cutting style on Edgar Wright films such as *Baby Driver*.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paul Machliss
Target entity description: Paul Machliss is a film editor best known for his fast-paced, music-synchronized cutting style on Edgar Wright films such as *Baby Driver*.
  • A. John Masius
    John Masius is an American television writer and producer best known for creating and writing several popular drama series, including the spiritual drama "Touched by an Angel."
  • B. Andrew Heiskell
    Andrew Heiskell was an American publishing executive and philanthropist best known as a longtime leader of Time Inc. and a prominent figure in New York’s cultural and civic life.
  • C. Anthony Kilhoffer
    Anthony Kilhoffer is a Grammy-winning American record producer and audio engineer known for his extensive work with artists like Kanye West and other major hip-hop and pop acts.
  • D. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • E. William Rotsler
    William Rotsler was an American science fiction fan, artist, and writer known for his prolific fan art, cartoons, and contributions to fandom culture.
  • 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_69ca834d77188190ad645e33e8ca3200 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cdce461d6481908cc8f968856e0337 completed April 2, 2026, 2:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69d998671c1c8190be2012a3faf6ba35 completed April 11, 2026, 12:40 a.m.
NEDg Description generation batch_69d99cf6c7ac8190a0ffc7bad38de3a2 completed April 11, 2026, 12:59 a.m.
NED2 Entity disambiguation (via description) batch_69dadcb861a08190bb9f64a91117f35d completed April 11, 2026, 11:43 p.m.
Created at: March 30, 2026, 8:54 p.m.