Triple

T6976472
Position Surface form Disambiguated ID Type / Status
Subject Culture Club E161727 entity
Predicate releaseYear P25 FINISHED
Object From Luxury to Heartache (1986)
From Luxury to Heartache (1986) is a studio album by British new wave band Culture Club, marking one of their later releases in the 1980s and featuring a more mature pop sound.
E632623 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: From Luxury to Heartache (1986) | Statement: [Culture Club, releaseYear, From Luxury to Heartache (1986)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: From Luxury to Heartache (1986)
Context triple: [Culture Club, releaseYear, From Luxury to Heartache (1986)]
  • A. Behind the Candelabra
    Behind the Candelabra is a 2013 biographical drama film about pianist Liberace’s secret relationship with Scott Thorson, starring Michael Douglas and Matt Damon and directed by Steven Soderbergh.
  • B. One from the Heart
    One from the Heart is a 1982 romantic musical film directed by Francis Ford Coppola, noted for its stylized visuals, elaborate studio sets, and troubled production and release.
  • C. The Last Seduction
    The Last Seduction is a 1994 neo-noir thriller film best known for Linda Fiorentino’s acclaimed performance as a manipulative femme fatale.
  • D. Romancing the Stone
    Romancing the Stone is a 1984 action-adventure romantic comedy film about a romance novelist who embarks on a perilous quest in Colombia, directed by Robert Zemeckis and starring Michael Douglas and Kathleen Turner.
  • E. Burnt Offerings
    Burnt Offerings is a 1976 supernatural horror film about a family menaced by a malevolent house, noted for its atmospheric dread and starring Karen Black and Oliver Reed.
  • 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: From Luxury to Heartache (1986)
Triple: [Culture Club, releaseYear, From Luxury to Heartache (1986)]
Generated description
From Luxury to Heartache (1986) is a studio album by British new wave band Culture Club, marking one of their later releases in the 1980s and featuring a more mature pop sound.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: From Luxury to Heartache (1986)
Target entity description: From Luxury to Heartache (1986) is a studio album by British new wave band Culture Club, marking one of their later releases in the 1980s and featuring a more mature pop sound.
  • A. Behind the Candelabra
    Behind the Candelabra is a 2013 biographical drama film about pianist Liberace’s secret relationship with Scott Thorson, starring Michael Douglas and Matt Damon and directed by Steven Soderbergh.
  • B. One from the Heart
    One from the Heart is a 1982 romantic musical film directed by Francis Ford Coppola, noted for its stylized visuals, elaborate studio sets, and troubled production and release.
  • C. The Last Seduction
    The Last Seduction is a 1994 neo-noir thriller film best known for Linda Fiorentino’s acclaimed performance as a manipulative femme fatale.
  • D. Romancing the Stone
    Romancing the Stone is a 1984 action-adventure romantic comedy film about a romance novelist who embarks on a perilous quest in Colombia, directed by Robert Zemeckis and starring Michael Douglas and Kathleen Turner.
  • E. Burnt Offerings
    Burnt Offerings is a 1976 supernatural horror film about a family menaced by a malevolent house, noted for its atmospheric dread and starring Karen Black and Oliver Reed.
  • 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_69c68854a0d88190bc0bf82263f1afce completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6db677bbc8190a084b6951e5c3182 completed March 27, 2026, 7:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69c761af5bb48190af430e961efb34fb completed March 28, 2026, 5:05 a.m.
NEDg Description generation batch_69c762cd5f388190980808321296abd3 completed March 28, 2026, 5:10 a.m.
NED2 Entity disambiguation (via description) batch_69c763beb91881909e561aa5715a6976 completed March 28, 2026, 5:14 a.m.
Created at: March 27, 2026, 2:31 p.m.