Triple

T2463559
Position Surface form Disambiguated ID Type / Status
Subject Tom Petty and the Heartbreakers E54589 entity
Predicate hasMember P10 FINISHED
Object Howie Epstein
Howie Epstein was an American bassist and record producer best known for his long tenure with Tom Petty and the Heartbreakers.
E268401 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: Howie Epstein | Statement: [Tom Petty and the Heartbreakers, hasMember, Howie Epstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Howie Epstein
Context triple: [Tom Petty and the Heartbreakers, hasMember, Howie Epstein]
  • A. Vince Welnick
    Vince Welnick was an American keyboardist and singer best known for serving as the Grateful Dead’s final keyboard player from 1990 until the band’s dissolution in 1995.
  • B. Matt Weitzman
    Matt Weitzman is an American television writer and producer best known as a co-creator and executive producer of the animated series "American Dad!"
  • C. Andy Horwitz
    Andy Horwitz is a film producer best known for his work on major action and thriller projects in Hollywood.
  • D. Gary Levinsohn
    Gary Levinsohn is a film producer best known for his work on major Hollywood features, including the acclaimed World War II drama "Saving Private Ryan."
  • E. Steven Epstein
    Steven Epstein is a renowned American classical music producer known for his Grammy-winning work on numerous acclaimed recordings.
  • 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: Howie Epstein
Triple: [Tom Petty and the Heartbreakers, hasMember, Howie Epstein]
Generated description
Howie Epstein was an American bassist and record producer best known for his long tenure with Tom Petty and the Heartbreakers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Howie Epstein
Target entity description: Howie Epstein was an American bassist and record producer best known for his long tenure with Tom Petty and the Heartbreakers.
  • A. Vince Welnick
    Vince Welnick was an American keyboardist and singer best known for serving as the Grateful Dead’s final keyboard player from 1990 until the band’s dissolution in 1995.
  • B. Matt Weitzman
    Matt Weitzman is an American television writer and producer best known as a co-creator and executive producer of the animated series "American Dad!"
  • C. Andy Horwitz
    Andy Horwitz is a film producer best known for his work on major action and thriller projects in Hollywood.
  • D. Gary Levinsohn
    Gary Levinsohn is a film producer best known for his work on major Hollywood features, including the acclaimed World War II drama "Saving Private Ryan."
  • E. Steven Epstein
    Steven Epstein is a renowned American classical music producer known for his Grammy-winning work on numerous acclaimed recordings.
  • 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_69ab49dee84c819096b50a0049c347ac completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd12059788190a6493f64bb725aed completed March 7, 2026, 7:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69aef0d561a081909310113658b98f12 completed March 9, 2026, 4:09 p.m.
NEDg Description generation batch_69aef8380d24819092b6502117a8ed42 completed March 9, 2026, 4:41 p.m.
NED2 Entity disambiguation (via description) batch_69aef936b86c81908573ea73314fe6a9 completed March 9, 2026, 4:45 p.m.
Created at: March 6, 2026, 9:44 p.m.