Triple

T4324046
Position Surface form Disambiguated ID Type / Status
Subject What Comes Naturally E96591 entity
Predicate producer P490 FINISHED
Object Oliver Leiber
Oliver Leiber is an American songwriter and record producer best known for his work on pop and R&B hits in the late 1980s and 1990s, including major collaborations with artists like Paula Abdul.
E443589 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: Oliver Leiber | Statement: [What Comes Naturally, producer, Oliver Leiber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Oliver Leiber
Context triple: [What Comes Naturally, producer, Oliver Leiber]
  • A. Mort Shuman
    Mort Shuman was an American songwriter and pianist best known for co-writing numerous 1960s pop and rock hits, including many for artists like Elvis Presley and The Drifters.
  • B. Joe Mardin
    Joe Mardin is an American music producer, arranger, and engineer known for his work across pop, R&B, and jazz, and as the son of legendary producer Arif Mardin.
  • C. Doc Pomus
    Doc Pomus was an influential American blues singer and songwriter best known for co-writing numerous rock and roll and R&B classics in the 1950s and 1960s.
  • D. Eden Ahbez
    Eden Ahbez was an American songwriter and proto-hippie figure best known for composing the standard "Nature Boy" and influencing mid-20th-century popular music with his bohemian lifestyle and mystical themes.
  • E. Jimmy Van Heusen
    Jimmy Van Heusen was an American composer and songwriter renowned for his prolific work in film and popular music, including numerous standards written for Frank Sinatra and multiple Academy Award–winning songs.
  • 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: Oliver Leiber
Triple: [What Comes Naturally, producer, Oliver Leiber]
Generated description
Oliver Leiber is an American songwriter and record producer best known for his work on pop and R&B hits in the late 1980s and 1990s, including major collaborations with artists like Paula Abdul.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Oliver Leiber
Target entity description: Oliver Leiber is an American songwriter and record producer best known for his work on pop and R&B hits in the late 1980s and 1990s, including major collaborations with artists like Paula Abdul.
  • A. Mort Shuman
    Mort Shuman was an American songwriter and pianist best known for co-writing numerous 1960s pop and rock hits, including many for artists like Elvis Presley and The Drifters.
  • B. Joe Mardin
    Joe Mardin is an American music producer, arranger, and engineer known for his work across pop, R&B, and jazz, and as the son of legendary producer Arif Mardin.
  • C. Doc Pomus
    Doc Pomus was an influential American blues singer and songwriter best known for co-writing numerous rock and roll and R&B classics in the 1950s and 1960s.
  • D. Eden Ahbez
    Eden Ahbez was an American songwriter and proto-hippie figure best known for composing the standard "Nature Boy" and influencing mid-20th-century popular music with his bohemian lifestyle and mystical themes.
  • E. Jimmy Van Heusen
    Jimmy Van Heusen was an American composer and songwriter renowned for his prolific work in film and popular music, including numerous standards written for Frank Sinatra and multiple Academy Award–winning songs.
  • 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_69b34542fd908190b11b08faad8decfd completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35118abe481908b7987019be217e1 completed March 12, 2026, 11:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69b6373b66a481909f66ea8b8659d54a completed March 15, 2026, 4:36 a.m.
NEDg Description generation batch_69b638cef6808190801e9aad98142272 completed March 15, 2026, 4:42 a.m.
NED2 Entity disambiguation (via description) batch_69b639277a1481908f637140dded2791 completed March 15, 2026, 4:44 a.m.
Created at: March 12, 2026, 11:13 p.m.