Triple

T16229458
Position Surface form Disambiguated ID Type / Status
Subject Bad Boys E393940 entity
Predicate screenwriter P2831 FINISHED
Object Jim Mulholland
Jim Mulholland is an American screenwriter known for his work on action-comedy films, including contributing to the script of "Bad Boys."
E1313711 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: Jim Mulholland | Statement: [Bad Boys, screenwriter, Jim Mulholland]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jim Mulholland
Context triple: [Bad Boys, screenwriter, Jim Mulholland]
  • A. William Mulloy
    William Mulloy was an American archaeologist best known for his pioneering restoration and conservation work on the moai and ceremonial sites of Easter Island (Rapa Nui).
  • B. Patrick Mulvaney
    Patrick Mulvaney is one of the central members of the Mulvaney family in Joyce Carol Oates’s novel "We Were the Mulvaneys," whose experiences reflect the story’s themes of trauma, family dissolution, and the struggle for redemption.
  • C. George Mullen
    George Mullen is a relatively obscure individual whose name is notably recorded as a bearer of the surname Mullen.
  • D. Herbert Burns
    Herbert Burns is a Brazilian mixed martial artist and Brazilian jiu-jitsu specialist who has competed in major promotions such as the UFC.
  • E. Joseph Flavelle
    Joseph Flavelle was a prominent Canadian businessman and philanthropist who became one of Toronto’s leading meat packers and a key figure in national economic and charitable affairs in the late 19th and early 20th centuries.
  • 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: Jim Mulholland
Triple: [Bad Boys, screenwriter, Jim Mulholland]
Generated description
Jim Mulholland is an American screenwriter known for his work on action-comedy films, including contributing to the script of "Bad Boys."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jim Mulholland
Target entity description: Jim Mulholland is an American screenwriter known for his work on action-comedy films, including contributing to the script of "Bad Boys."
  • A. William Mulloy
    William Mulloy was an American archaeologist best known for his pioneering restoration and conservation work on the moai and ceremonial sites of Easter Island (Rapa Nui).
  • B. Patrick Mulvaney
    Patrick Mulvaney is one of the central members of the Mulvaney family in Joyce Carol Oates’s novel "We Were the Mulvaneys," whose experiences reflect the story’s themes of trauma, family dissolution, and the struggle for redemption.
  • C. George Mullen
    George Mullen is a relatively obscure individual whose name is notably recorded as a bearer of the surname Mullen.
  • D. Herbert Burns
    Herbert Burns is a Brazilian mixed martial artist and Brazilian jiu-jitsu specialist who has competed in major promotions such as the UFC.
  • E. Joseph Flavelle
    Joseph Flavelle was a prominent Canadian businessman and philanthropist who became one of Toronto’s leading meat packers and a key figure in national economic and charitable affairs in the late 19th and early 20th centuries.
  • 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_69d87f204df88190a8f88923decf9835 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e23d2889688190ac04e4e9479cabf4 completed April 17, 2026, 2:01 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03ac4feddc8190a96df02c61b8d7a4 completed May 12, 2026, 10:40 p.m.
NEDg Description generation batch_6a03ad0f18cc819093701d38846c595b completed May 12, 2026, 10:43 p.m.
NED2 Entity disambiguation (via description) batch_6a03ada3d1708190a6c08197a1141cf1 completed May 12, 2026, 10:45 p.m.
Created at: April 10, 2026, 5:03 a.m.