Triple

T10964127
Position Surface form Disambiguated ID Type / Status
Subject Kill the Lights E259051 entity
Predicate producer P490 FINISHED
Object Zach Crowell
Zach Crowell is an American country music songwriter and record producer known for crafting numerous contemporary hits for artists like Luke Bryan, Sam Hunt, and Carrie Underwood.
 E897262 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 Crowell | Statement: [Kill the Lights, producer, Zach Crowell]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zach Crowell
Context triple: [Kill the Lights, producer, Zach Crowell]
  • A. Zach Blair
    Zach Blair is an American guitarist best known as the lead guitarist and backing vocalist for the punk rock band Rise Against.
  • B. Zach Clayton
    Zach Clayton was an American professional wrestling referee best known for officiating major matches during the sport’s territorial era.
  • C. Zach Gill
    Zach Gill is an American multi-instrumentalist, singer-songwriter, and longtime collaborator of Jack Johnson, known for his work with the band ALO and his mellow, folk-influenced solo music.
  • D. 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.
  • E. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • 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 Crowell
Triple: [Kill the Lights, producer, Zach Crowell]
Generated description
Zach Crowell is an American country music songwriter and record producer known for crafting numerous contemporary hits for artists like Luke Bryan, Sam Hunt, and Carrie Underwood.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zach Crowell
Target entity description: Zach Crowell is an American country music songwriter and record producer known for crafting numerous contemporary hits for artists like Luke Bryan, Sam Hunt, and Carrie Underwood.
  • A. Zach Blair
    Zach Blair is an American guitarist best known as the lead guitarist and backing vocalist for the punk rock band Rise Against.
  • B. Zach Clayton
    Zach Clayton was an American professional wrestling referee best known for officiating major matches during the sport’s territorial era.
  • C. Zach Gill
    Zach Gill is an American multi-instrumentalist, singer-songwriter, and longtime collaborator of Jack Johnson, known for his work with the band ALO and his mellow, folk-influenced solo music.
  • D. 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.
  • E. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • 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_69d6aa88500c819097d7032ca578e74f completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d77147f7108190a3b68ba1dd1c130e completed April 9, 2026, 9:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69e2d77277108190979f1b1edeac8964 completed April 18, 2026, 12:59 a.m.
NEDg Description generation batch_69e2ff1ffb8c8190ba97f3c2e3c8c601 completed April 18, 2026, 3:48 a.m.
NED2 Entity disambiguation (via description) batch_69e3261cc4f48190ba0e5645f37cd4b5 completed April 18, 2026, 6:35 a.m.
Created at: April 8, 2026, 9:23 p.m.