Triple

T1432721
Position Surface form Disambiguated ID Type / Status
Subject I'm Gonna Make You Love Me E30485 entity
Predicate producer P490 FINISHED
Object Nickolas Ashford
Nickolas Ashford was an American songwriter, producer, and performer best known as half of the Motown hit-making duo Ashford & Simpson.
E167958 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: Nickolas Ashford | Statement: [I'm Gonna Make You Love Me, producer, Nickolas Ashford]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nickolas Ashford
Context triple: [I'm Gonna Make You Love Me, producer, Nickolas Ashford]
  • A. Kenneth Gamble
    Kenneth Gamble is an American songwriter and producer best known as a pioneer of the Philadelphia soul sound and co-founder of the legendary songwriting and production team Gamble and Huff.
  • B. Gerry Goffin
    Gerry Goffin was an American lyricist best known for his prolific 1960s songwriting partnership with Carole King, creating numerous classic pop and soul hits.
  • C. Burt Bacharach
    Burt Bacharach was an influential American composer, songwriter, and pianist best known for his sophisticated pop melodies and numerous hit collaborations with lyricist Hal David.
  • D. Smokey Robinson
    Smokey Robinson is an influential American singer, songwriter, and record producer, best known as a defining figure of Motown and a pioneer of soul and R&B music.
  • E. Jeff Barry
    Jeff Barry is an American pop music songwriter and producer best known for his influential work in the 1960s Brill Building era, co-writing numerous hit songs such as "Be My Baby" and "Leader of the Pack."
  • 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: Nickolas Ashford
Triple: [I'm Gonna Make You Love Me, producer, Nickolas Ashford]
Generated description
Nickolas Ashford was an American songwriter, producer, and performer best known as half of the Motown hit-making duo Ashford & Simpson.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nickolas Ashford
Target entity description: Nickolas Ashford was an American songwriter, producer, and performer best known as half of the Motown hit-making duo Ashford & Simpson.
  • A. Kenneth Gamble
    Kenneth Gamble is an American songwriter and producer best known as a pioneer of the Philadelphia soul sound and co-founder of the legendary songwriting and production team Gamble and Huff.
  • B. Gerry Goffin
    Gerry Goffin was an American lyricist best known for his prolific 1960s songwriting partnership with Carole King, creating numerous classic pop and soul hits.
  • C. Burt Bacharach
    Burt Bacharach was an influential American composer, songwriter, and pianist best known for his sophisticated pop melodies and numerous hit collaborations with lyricist Hal David.
  • D. Smokey Robinson
    Smokey Robinson is an influential American singer, songwriter, and record producer, best known as a defining figure of Motown and a pioneer of soul and R&B music.
  • E. Jeff Barry
    Jeff Barry is an American pop music songwriter and producer best known for his influential work in the 1960s Brill Building era, co-writing numerous hit songs such as "Be My Baby" and "Leader of the Pack."
  • 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_69a498fc69ec8190b61722bd4b67c4d2 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c4ddbe208190a68cb000a6970d17 completed March 1, 2026, 10:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad0e6c095c8190ad881f8d5b22ce93 completed March 8, 2026, 5:51 a.m.
NEDg Description generation batch_69ad10b1c9b4819082618db50ec8994f completed March 8, 2026, 6:01 a.m.
NED2 Entity disambiguation (via description) batch_69ad10fca0448190b2c9bd917249c0f6 completed March 8, 2026, 6:02 a.m.
Created at: March 1, 2026, 8 p.m.