Triple

T6239889
Position Surface form Disambiguated ID Type / Status
Subject Some Lessons Learned E139572 entity
Predicate producer P490 FINISHED
Object Zac Maloy
Zac Maloy is an American songwriter and record producer known for his work with rock and pop artists, including bands like The Nixons and various mainstream acts.
 E582351 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: Zac Maloy | Statement: [Some Lessons Learned, producer, Zac Maloy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zac Maloy
Context triple: [Some Lessons Learned, producer, Zac Maloy]
  • A. Zac Damon
    Zac Damon is a musician best known as a guitarist and member of the punk rock band Squirtgun.
  • B. 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.
  • C. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • D. Zack Villere
    Zack Villere is an American singer, songwriter, and producer known for his lo-fi, introspective indie pop and experimental R&B-influenced music.
  • E. 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.
  • 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: Zac Maloy
Triple: [Some Lessons Learned, producer, Zac Maloy]
Generated description
Zac Maloy is an American songwriter and record producer known for his work with rock and pop artists, including bands like The Nixons and various mainstream acts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zac Maloy
Target entity description: Zac Maloy is an American songwriter and record producer known for his work with rock and pop artists, including bands like The Nixons and various mainstream acts.
  • A. Zac Damon
    Zac Damon is a musician best known as a guitarist and member of the punk rock band Squirtgun.
  • B. 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.
  • C. Zach Hanson
    Zach Hanson is an American musician best known as the youngest member and drummer of the pop-rock band Hanson.
  • D. Zack Villere
    Zack Villere is an American singer, songwriter, and producer known for his lo-fi, introspective indie pop and experimental R&B-influenced music.
  • E. 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.
  • 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_69c008b0e7ac8190808a59573ee646f3 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c063067d9c819085a18d9d03939266 completed March 22, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69c5190e0a6481909e5372334a851770 completed March 26, 2026, 11:31 a.m.
NEDg Description generation batch_69c51b947088819089242ce511e2c639 completed March 26, 2026, 11:42 a.m.
NED2 Entity disambiguation (via description) batch_69c5843fd33c8190be48371960cfbfbb completed March 26, 2026, 7:08 p.m.
Created at: March 22, 2026, 4:23 p.m.