Triple

T10141715
Position Surface form Disambiguated ID Type / Status
Subject Shep Crawford E231597 entity
Predicate notableWork P4 FINISHED
Object “I’m Gonna Make You Love Me”
“I’m Gonna Make You Love Me” is an R&B song written and produced by Shep Crawford, best known for its soulful, emotive style and strong vocal performances.
E844388 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: “I’m Gonna Make You Love Me” | Statement: [Shep Crawford, notableWork, “I’m Gonna Make You Love Me”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “I’m Gonna Make You Love Me”
Context triple: [Shep Crawford, notableWork, “I’m Gonna Make You Love Me”]
  • A. I’m Gonna Make You Love Me
    "I’m Gonna Make You Love Me" is a soul song best known from its hit 1968 duet version by Diana Ross & the Supremes and The Temptations, and has been recorded by several artists including Dee Dee Warwick.
  • B. I’ll Make Love to You
    "I'll Make Love to You" is a 1994 R&B ballad by Boyz II Men that became one of their biggest hits, topping charts worldwide and earning a Grammy Award.
  • C. You Made Me Love You
    "You Made Me Love You" is a popular standard from the early 20th century that has been widely covered by jazz and pop artists.
  • D. I Can’t Make You Love Me
    "I Can’t Make You Love Me" is a critically acclaimed 1991 piano ballad by Bonnie Raitt, renowned for its emotional depth and powerful vocal performance.
  • E. Make the Man Love Me
    "Make the Man Love Me" is a popular song composed by Arthur Schwartz, known as a classic piece from the American songbook.
  • 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: “I’m Gonna Make You Love Me”
Triple: [Shep Crawford, notableWork, “I’m Gonna Make You Love Me”]
Generated description
“I’m Gonna Make You Love Me” is an R&B song written and produced by Shep Crawford, best known for its soulful, emotive style and strong vocal performances.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “I’m Gonna Make You Love Me”
Target entity description: “I’m Gonna Make You Love Me” is an R&B song written and produced by Shep Crawford, best known for its soulful, emotive style and strong vocal performances.
  • A. I’m Gonna Make You Love Me
    "I’m Gonna Make You Love Me" is a soul song best known from its hit 1968 duet version by Diana Ross & the Supremes and The Temptations, and has been recorded by several artists including Dee Dee Warwick.
  • B. I’ll Make Love to You
    "I'll Make Love to You" is a 1994 R&B ballad by Boyz II Men that became one of their biggest hits, topping charts worldwide and earning a Grammy Award.
  • C. You Made Me Love You
    "You Made Me Love You" is a popular standard from the early 20th century that has been widely covered by jazz and pop artists.
  • D. I Can’t Make You Love Me
    "I Can’t Make You Love Me" is a critically acclaimed 1991 piano ballad by Bonnie Raitt, renowned for its emotional depth and powerful vocal performance.
  • E. Make the Man Love Me
    "Make the Man Love Me" is a popular song composed by Arthur Schwartz, known as a classic piece from the American songbook.
  • 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_69ca848364f881908a24366a6feec1db completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdeb2599e0819090184631e481310c completed April 2, 2026, 4:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2e603d4548190a561e735c603946f completed April 5, 2026, 10:45 p.m.
NEDg Description generation batch_69d2e7d9932c8190b1947df14f373f9c completed April 5, 2026, 10:53 p.m.
NED2 Entity disambiguation (via description) batch_69d2e8c425b88190b20f1706fe3343f4 completed April 5, 2026, 10:57 p.m.
Created at: March 30, 2026, 9:07 p.m.