Triple

T17034640
Position Surface form Disambiguated ID Type / Status
Subject The Avett Brothers E413288 entity
Predicate hasFormerMember P1168 FINISHED
Object John Twomey
John Twomey is a musician best known for his past role as a member of the American folk-rock band The Avett Brothers.
 E1334643 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: John Twomey | Statement: [The Avett Brothers, hasFormerMember, John Twomey]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Twomey
Context triple: [The Avett Brothers, hasFormerMember, John Twomey]
  • A. John Tormey
    John Tormey is an American character actor best known for his supporting role in Jim Jarmusch’s crime film "Ghost Dog: The Way of the Samurai."
  • B. Hugh McDermott
    Hugh McDermott was a Scottish actor known for his supporting roles in British films of the 1930s and 1940s.
  • C. John Killoran
    John Killoran is an actor known for his role in the National Theatre’s acclaimed stage production of "Frankenstein."
  • D. Philip Keenan
    Philip Keenan was an American astronomer best known for co-developing the Morgan–Keenan (MK) stellar classification system that remains a standard in astrophysics.
  • E. John Doherty
    John Doherty is known as the husband of American actress Michael Learned, famed for her role as Olivia Walton on the television series "The Waltons."
  • 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: John Twomey
Triple: [The Avett Brothers, hasFormerMember, John Twomey]
Generated description
John Twomey is a musician best known for his past role as a member of the American folk-rock band The Avett Brothers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Twomey
Target entity description: John Twomey is a musician best known for his past role as a member of the American folk-rock band The Avett Brothers.
  • A. John Tormey
    John Tormey is an American character actor best known for his supporting role in Jim Jarmusch’s crime film "Ghost Dog: The Way of the Samurai."
  • B. Hugh McDermott
    Hugh McDermott was a Scottish actor known for his supporting roles in British films of the 1930s and 1940s.
  • C. John Killoran
    John Killoran is an actor known for his role in the National Theatre’s acclaimed stage production of "Frankenstein."
  • D. Philip Keenan
    Philip Keenan was an American astronomer best known for co-developing the Morgan–Keenan (MK) stellar classification system that remains a standard in astrophysics.
  • E. John Doherty
    John Doherty is known as the husband of American actress Michael Learned, famed for her role as Olivia Walton on the television series "The Waltons."
  • 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_69d886cd18288190b006abab23f811b7 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d8f05824819091d2aa02e5591e26 completed April 18, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a050d5b83cc8190ba333d90973335a9 completed May 13, 2026, 11:46 p.m.
NEDg Description generation batch_6a050efd8fe8819094f7a7a1a5edf4c5 completed May 13, 2026, 11:53 p.m.
NED2 Entity disambiguation (via description) batch_6a050f66fd6c8190a7e5750f214018b4 completed May 13, 2026, 11:55 p.m.
Created at: April 10, 2026, 5:33 a.m.