Triple

T1407574
Position Surface form Disambiguated ID Type / Status
Subject Mark Wahlberg E31728 entity
Predicate notableWork P4 FINISHED
Object Pain & Gain
Pain & Gain is a dark action-comedy film about bodybuilders in Miami who become involved in a kidnapping and extortion scheme, directed by Michael Bay and starring Mark Wahlberg and Dwayne Johnson.
 E161216 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: Pain & Gain | Statement: [Mark Wahlberg, notableWork, Pain & Gain]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Pain & Gain
Context triple: [Mark Wahlberg, notableWork, Pain & Gain]
  • A. Southpaw
    Southpaw is a 2015 American sports drama film about a troubled boxer fighting to rebuild his life and career after a personal tragedy.
  • B. Fist Fight
    Fist Fight is a 2017 American comedy film in which two high school teachers, played by Ice Cube and Charlie Day, are set to settle their differences in an after-school fistfight.
  • C. Gangster Squad
    Gangster Squad is a 2013 crime action film set in 1940s–50s Los Angeles, following an elite police unit’s violent battle against mobster Mickey Cohen.
  • D. Big Daddy
    Big Daddy is a 1999 comedy film starring Adam Sandler as an immature man who unexpectedly becomes the guardian of a young boy, leading to humorous and heartfelt life lessons.
  • E. Stakeout
    "Stakeout" is a 1987 American buddy-cop comedy thriller film starring Richard Dreyfuss and Emilio Estevez as detectives assigned to surveil an escaped convict’s ex-girlfriend.
  • 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: Pain & Gain
Triple: [Mark Wahlberg, notableWork, Pain & Gain]
Generated description
Pain & Gain is a dark action-comedy film about bodybuilders in Miami who become involved in a kidnapping and extortion scheme, directed by Michael Bay and starring Mark Wahlberg and Dwayne Johnson.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Pain & Gain
Target entity description: Pain & Gain is a dark action-comedy film about bodybuilders in Miami who become involved in a kidnapping and extortion scheme, directed by Michael Bay and starring Mark Wahlberg and Dwayne Johnson.
  • A. Southpaw
    Southpaw is a 2015 American sports drama film about a troubled boxer fighting to rebuild his life and career after a personal tragedy.
  • B. Fist Fight
    Fist Fight is a 2017 American comedy film in which two high school teachers, played by Ice Cube and Charlie Day, are set to settle their differences in an after-school fistfight.
  • C. Gangster Squad
    Gangster Squad is a 2013 crime action film set in 1940s–50s Los Angeles, following an elite police unit’s violent battle against mobster Mickey Cohen.
  • D. Big Daddy
    Big Daddy is a 1999 comedy film starring Adam Sandler as an immature man who unexpectedly becomes the guardian of a young boy, leading to humorous and heartfelt life lessons.
  • E. Stakeout
    "Stakeout" is a 1987 American buddy-cop comedy thriller film starring Richard Dreyfuss and Emilio Estevez as detectives assigned to surveil an escaped convict’s ex-girlfriend.
  • 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_69a49918e1f88190ba610f9dc8114578 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c3bf7f0c8190aee96818de6ff4a5 completed March 1, 2026, 10:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69ace5770ea08190ac91b47a4ed5bf35 completed March 8, 2026, 2:56 a.m.
NEDg Description generation batch_69ace62a94e88190883d25cdb748e8c1 completed March 8, 2026, 2:59 a.m.
NED2 Entity disambiguation (via description) batch_69ace68ab3788190bc3b55dd9a0fe267 completed March 8, 2026, 3:01 a.m.
Created at: March 1, 2026, 7:59 p.m.