Triple

T6394174
Position Surface form Disambiguated ID Type / Status
Subject Johnny Gill E143899 entity
Predicate notableWork P4 FINISHED
Object album "Game Changer" (2014)
"Game Changer" is a 2014 R&B studio album by American singer Johnny Gill that marked his return with a blend of contemporary and classic soul sounds.
E591314 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: album "Game Changer" (2014) | Statement: [Johnny Gill, notableWork, album "Game Changer" (2014)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: album "Game Changer" (2014)
Context triple: [Johnny Gill, notableWork, album "Game Changer" (2014)]
  • A. album "Change"
    "Change" is a jazz and pop-infused studio album by Dutch vocalist Laura Fygi, showcasing her smooth vocal style and sophisticated arrangements.
  • B. album "Out of the Game"
    "Out of the Game" is a 2012 studio album by singer-songwriter Rufus Wainwright, noted for its lush pop production by Mark Ronson and its blend of baroque pop, soul, and classic singer-songwriter influences.
  • C. album "Da Game Is to Be Sold, Not to Be Told"
    "Da Game Is to Be Sold, Not to Be Told" is a 1998 studio album by Snoop Dogg that marked his debut on No Limit Records and a stylistic shift in his West Coast hip-hop career.
  • D. album "The Wild Heart"
    "The Wild Heart" is Stevie Nicks' 1983 solo studio album that blends rock and pop with her signature mystical lyricism and distinctive vocals.
  • E. album "Turn Up the Quiet"
    "Turn Up the Quiet" is a jazz album by Canadian pianist and singer Diana Krall, featuring intimate, standards-focused arrangements that highlight her smooth vocals and refined piano style.
  • 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: album "Game Changer" (2014)
Triple: [Johnny Gill, notableWork, album "Game Changer" (2014)]
Generated description
"Game Changer" is a 2014 R&B studio album by American singer Johnny Gill that marked his return with a blend of contemporary and classic soul sounds.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: album "Game Changer" (2014)
Target entity description: "Game Changer" is a 2014 R&B studio album by American singer Johnny Gill that marked his return with a blend of contemporary and classic soul sounds.
  • A. album "Change"
    "Change" is a jazz and pop-infused studio album by Dutch vocalist Laura Fygi, showcasing her smooth vocal style and sophisticated arrangements.
  • B. album "Out of the Game"
    "Out of the Game" is a 2012 studio album by singer-songwriter Rufus Wainwright, noted for its lush pop production by Mark Ronson and its blend of baroque pop, soul, and classic singer-songwriter influences.
  • C. album "Da Game Is to Be Sold, Not to Be Told"
    "Da Game Is to Be Sold, Not to Be Told" is a 1998 studio album by Snoop Dogg that marked his debut on No Limit Records and a stylistic shift in his West Coast hip-hop career.
  • D. album "The Wild Heart"
    "The Wild Heart" is Stevie Nicks' 1983 solo studio album that blends rock and pop with her signature mystical lyricism and distinctive vocals.
  • E. album "Turn Up the Quiet"
    "Turn Up the Quiet" is a jazz album by Canadian pianist and singer Diana Krall, featuring intimate, standards-focused arrangements that highlight her smooth vocals and refined piano style.
  • 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_69c008db906c819096f3597d55d95432 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c06881313481908e9082ffe57f29b6 completed March 22, 2026, 10:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69c638935934819096a34da6f1b5110b completed March 27, 2026, 7:58 a.m.
NEDg Description generation batch_69c63c71ac188190ad7912d2e6a68af8 completed March 27, 2026, 8:14 a.m.
NED2 Entity disambiguation (via description) batch_69c63cdf225c8190b26a23496d0acc1a completed March 27, 2026, 8:16 a.m.
Created at: March 22, 2026, 4:35 p.m.