Triple
T6976466
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Culture Club |
E161727
|
entity |
| Predicate | album |
P1995
|
FINISHED |
| Object |
From Luxury to Heartache
From Luxury to Heartache is a 1986 pop album by British band Culture Club that marked one of their later releases, featuring a more polished, soulful sound amid the group’s internal struggles.
|
E632617
|
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 | Statement: [Culture Club, album, From Luxury to Heartache]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: From Luxury to Heartache Context triple: [Culture Club, album, From Luxury to Heartache]
-
A.
Love's Cruelty
Love's Cruelty is a Caroline-era tragic play by James Shirley that explores themes of passion, betrayal, and moral corruption in a courtly setting.
-
B.
The Love of Gold
The Love of Gold is a painting by 19th-century French artist Thomas Couture, reflecting his characteristic blend of academic technique and social commentary.
-
C.
Love and Pain
Love and Pain is an alternative name or title associated with the character or concept of a vampire, emphasizing the intertwined themes of romantic attraction and suffering.
-
D.
Suffering from Success
Suffering from Success is a studio album by American DJ and producer DJ Khaled, known for its star-studded guest features and motivational, larger-than-life themes.
-
E.
Love Affair
Love Affair is a classic 1939 romantic drama film about two strangers who fall in love on an ocean liner and agree to reunite later, a story so enduring it inspired the famous remake An Affair to Remember.
- 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 Triple: [Culture Club, album, From Luxury to Heartache]
Generated description
From Luxury to Heartache is a 1986 pop album by British band Culture Club that marked one of their later releases, featuring a more polished, soulful sound amid the group’s internal struggles.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: From Luxury to Heartache Target entity description: From Luxury to Heartache is a 1986 pop album by British band Culture Club that marked one of their later releases, featuring a more polished, soulful sound amid the group’s internal struggles.
-
A.
Love's Cruelty
Love's Cruelty is a Caroline-era tragic play by James Shirley that explores themes of passion, betrayal, and moral corruption in a courtly setting.
-
B.
The Love of Gold
The Love of Gold is a painting by 19th-century French artist Thomas Couture, reflecting his characteristic blend of academic technique and social commentary.
-
C.
Love and Pain
Love and Pain is an alternative name or title associated with the character or concept of a vampire, emphasizing the intertwined themes of romantic attraction and suffering.
-
D.
Suffering from Success
Suffering from Success is a studio album by American DJ and producer DJ Khaled, known for its star-studded guest features and motivational, larger-than-life themes.
-
E.
Love Affair
Love Affair is a classic 1939 romantic drama film about two strangers who fall in love on an ocean liner and agree to reunite later, a story so enduring it inspired the famous remake An Affair to Remember.
- 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.