Triple

T12248800
Position Surface form Disambiguated ID Type / Status
Subject Drive-By Truckers E291919 entity
Predicate formerMember P1168 FINISHED
Object John Neff
John Neff is an American musician and guitarist best known for his work in alt-country and Southern rock bands, including his notable contributions to Drive-By Truckers.
E968540 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 Neff | Statement: [Drive-By Truckers, formerMember, John Neff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Neff
Context triple: [Drive-By Truckers, formerMember, John Neff]
  • A. Keith Barish
    Keith Barish is an American film producer and financier known for founding Keith Barish Productions and co-founding the Planet Hollywood restaurant chain.
  • B. Charles M. Schwab
    Charles M. Schwab was a prominent American steel magnate and businessman who led Bethlehem Steel to become one of the largest steel producers in the world in the early 20th century.
  • C. Charles R. Schwab
    Charles R. Schwab is an American investor and businessman best known as the founder of the Charles Schwab Corporation, a pioneering discount brokerage firm.
  • D. Philip Fisher
    Philip Fisher was a pioneering American investor and author whose growth-focused investing philosophy, outlined in his book "Common Stocks and Uncommon Profits," has profoundly shaped modern value investing and influenced figures like Warren Buffett.
  • E. Sidney Schwab
    Sidney Schwab is an individual notable enough to be recognized as a prominent bearer of the Schwab surname.
  • 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 Neff
Triple: [Drive-By Truckers, formerMember, John Neff]
Generated description
John Neff is an American musician and guitarist best known for his work in alt-country and Southern rock bands, including his notable contributions to Drive-By Truckers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Neff
Target entity description: John Neff is an American musician and guitarist best known for his work in alt-country and Southern rock bands, including his notable contributions to Drive-By Truckers.
  • A. Keith Barish
    Keith Barish is an American film producer and financier known for founding Keith Barish Productions and co-founding the Planet Hollywood restaurant chain.
  • B. Charles M. Schwab
    Charles M. Schwab was a prominent American steel magnate and businessman who led Bethlehem Steel to become one of the largest steel producers in the world in the early 20th century.
  • C. Charles R. Schwab
    Charles R. Schwab is an American investor and businessman best known as the founder of the Charles Schwab Corporation, a pioneering discount brokerage firm.
  • D. Philip Fisher
    Philip Fisher was a pioneering American investor and author whose growth-focused investing philosophy, outlined in his book "Common Stocks and Uncommon Profits," has profoundly shaped modern value investing and influenced figures like Warren Buffett.
  • E. Sidney Schwab
    Sidney Schwab is an individual notable enough to be recognized as a prominent bearer of the Schwab surname.
  • 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_69d6ab67950c8190be08450a06228c4b completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91cc50d808190a3c8d1ada31a6a91 completed April 10, 2026, 3:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69f60ab9a9b08190903c1ce6d91af2b5 completed May 2, 2026, 2:31 p.m.
NEDg Description generation batch_69f60bde9b0c81908df8207a8b6530af completed May 2, 2026, 2:36 p.m.
NED2 Entity disambiguation (via description) batch_69f60c97a7e08190b782b3aa6d60d770 completed May 2, 2026, 2:39 p.m.
Created at: April 8, 2026, 9:52 p.m.