Triple

T14488500
Position Surface form Disambiguated ID Type / Status
Subject I Want Love E359300 entity
Predicate writer P1360 FINISHED
Object Zach Skelton
Zach Skelton is a songwriter and producer known for co-writing contemporary pop tracks such as “I Want Love.”
E1125143 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: Zach Skelton | Statement: [I Want Love, writer, Zach Skelton]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Zach Skelton
Context triple: [I Want Love, writer, Zach Skelton]
  • A. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • B. Zach Sweeney
    Zach Sweeney is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Sweeney.
  • C. Zach Clayton
    Zach Clayton was an American professional wrestling referee best known for officiating major matches during the sport’s territorial era.
  • D. Zach Roerig
    Zach Roerig is an American actor best known for playing Matt Donovan on the supernatural drama television series "The Vampire Diaries."
  • E. Zach Mills
    Zach Mills is an American actor best known for his role in the science fiction film "Super 8" and other family-oriented movies and television projects.
  • 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: Zach Skelton
Triple: [I Want Love, writer, Zach Skelton]
Generated description
Zach Skelton is a songwriter and producer known for co-writing contemporary pop tracks such as “I Want Love.”
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Zach Skelton
Target entity description: Zach Skelton is a songwriter and producer known for co-writing contemporary pop tracks such as “I Want Love.”
  • A. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • B. Zach Sweeney
    Zach Sweeney is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Sweeney.
  • C. Zach Clayton
    Zach Clayton was an American professional wrestling referee best known for officiating major matches during the sport’s territorial era.
  • D. Zach Roerig
    Zach Roerig is an American actor best known for playing Matt Donovan on the supernatural drama television series "The Vampire Diaries."
  • E. Zach Mills
    Zach Mills is an American actor best known for his role in the science fiction film "Super 8" and other family-oriented movies and television projects.
  • 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_69d8279740308190af9df93a3af8592e completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de930bd1d48190abd6c47da0a3ebc8 completed April 14, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe6b3da8f08190b70b08532dfc22ba completed May 8, 2026, 11:01 p.m.
NEDg Description generation batch_69fe6ca6ac348190a6cad17523489561 completed May 8, 2026, 11:07 p.m.
NED2 Entity disambiguation (via description) batch_69fe6de49480819087b36c070c434bf7 completed May 8, 2026, 11:12 p.m.
Created at: April 10, 2026, 1:20 a.m.