Triple

T9110164
Position Surface form Disambiguated ID Type / Status
Subject After the Love Has Gone E218579 entity
Predicate producer P490 FINISHED
Object Charles Stepney
Charles Stepney was an influential American record producer, arranger, and composer known for his lush, orchestral soul and jazz productions for artists like Earth, Wind & Fire, Rotary Connection, and Minnie Riperton.
 E778789 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: Charles Stepney | Statement: [After the Love Has Gone, producer, Charles Stepney]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Charles Stepney
Context triple: [After the Love Has Gone, producer, Charles Stepney]
  • A. Harvey Ackroyd
    Harvey Ackroyd was an architect known for his work on the Tennessee State Capitol.
  • B. Sam Endicott
    Sam Endicott is an American musician and songwriter best known as the lead singer of the rock band The Bravery and for writing hit pop songs for artists like Shakira.
  • C. Stanley Keen
    Stanley Keen is an individual notable enough to be recognized as a prominent bearer of the surname Keen.
  • D. Arthur Bannister
    Arthur Bannister is a cunning, crippled defense attorney and one of the central, morally ambiguous figures in Orson Welles’s film noir *The Lady from Shanghai*.
  • E. Tony Bancroft
    Tony Bancroft is an American animator and film director best known for co-directing Disney’s animated feature "Mulan."
  • 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: Charles Stepney
Triple: [After the Love Has Gone, producer, Charles Stepney]
Generated description
Charles Stepney was an influential American record producer, arranger, and composer known for his lush, orchestral soul and jazz productions for artists like Earth, Wind & Fire, Rotary Connection, and Minnie Riperton.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Charles Stepney
Target entity description: Charles Stepney was an influential American record producer, arranger, and composer known for his lush, orchestral soul and jazz productions for artists like Earth, Wind & Fire, Rotary Connection, and Minnie Riperton.
  • A. Harvey Ackroyd
    Harvey Ackroyd was an architect known for his work on the Tennessee State Capitol.
  • B. Sam Endicott
    Sam Endicott is an American musician and songwriter best known as the lead singer of the rock band The Bravery and for writing hit pop songs for artists like Shakira.
  • C. Stanley Keen
    Stanley Keen is an individual notable enough to be recognized as a prominent bearer of the surname Keen.
  • D. Arthur Bannister
    Arthur Bannister is a cunning, crippled defense attorney and one of the central, morally ambiguous figures in Orson Welles’s film noir *The Lady from Shanghai*.
  • E. Tony Bancroft
    Tony Bancroft is an American animator and film director best known for co-directing Disney’s animated feature "Mulan."
  • 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_69ca83dc94ac8190b9ef42684d36ff39 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca845d9b0819084230e7cdd92dee0 completed April 1, 2026, 5:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69d03038dba48190991cb76576349bc3 completed April 3, 2026, 9:25 p.m.
NEDg Description generation batch_69d031a55a88819090cea52b192e9f55 completed April 3, 2026, 9:31 p.m.
NED2 Entity disambiguation (via description) batch_69d03252748c8190bd362f205a6fc20a completed April 3, 2026, 9:34 p.m.
Created at: March 30, 2026, 7:16 p.m.