Triple

T5144908
Position Surface form Disambiguated ID Type / Status
Subject The Heartbreakers E116047 entity
Predicate hasMember P10 FINISHED
Object Billy Rath
Billy Rath was an American bassist best known for his work with Johnny Thunders and the Heartbreakers in the 1970s punk rock scene.
E497660 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: Billy Rath | Statement: [The Heartbreakers, hasMember, Billy Rath]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Billy Rath
Context triple: [The Heartbreakers, hasMember, Billy Rath]
  • A. Brian David Willis
    Brian David Willis is a musician best known as a member of the American rock band Quarterflash.
  • B. Jason Ralph
    Jason Ralph is an American actor best known for his role as Quentin Coldwater on the television series "The Magicians."
  • C. James Madio
    James Madio is an American actor best known for his roles in films like "The Basketball Diaries" and the miniseries "Band of Brothers."
  • D. Ryan Walter
    Ryan Walter is a former Canadian NHL center and Stanley Cup champion who later became a coach and broadcaster.
  • E. Jay Buchanan
    Jay Buchanan is an American rock singer best known as the lead vocalist of the band Rival Sons.
  • 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: Billy Rath
Triple: [The Heartbreakers, hasMember, Billy Rath]
Generated description
Billy Rath was an American bassist best known for his work with Johnny Thunders and the Heartbreakers in the 1970s punk rock scene.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Billy Rath
Target entity description: Billy Rath was an American bassist best known for his work with Johnny Thunders and the Heartbreakers in the 1970s punk rock scene.
  • A. Brian David Willis
    Brian David Willis is a musician best known as a member of the American rock band Quarterflash.
  • B. Jason Ralph
    Jason Ralph is an American actor best known for his role as Quentin Coldwater on the television series "The Magicians."
  • C. James Madio
    James Madio is an American actor best known for his roles in films like "The Basketball Diaries" and the miniseries "Band of Brothers."
  • D. Ryan Walter
    Ryan Walter is a former Canadian NHL center and Stanley Cup champion who later became a coach and broadcaster.
  • E. Jay Buchanan
    Jay Buchanan is an American rock singer best known as the lead vocalist of the band Rival Sons.
  • 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_69bd4446c0e08190a7c29dc74976bf03 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd78aaeb1881909e1b416ea37a7b6d completed March 20, 2026, 4:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69becff590ec81908ed03474f21a95f5 completed March 21, 2026, 5:05 p.m.
NEDg Description generation batch_69bed254037c8190b1487b12425f8abe completed March 21, 2026, 5:16 p.m.
NED2 Entity disambiguation (via description) batch_69bed2be57108190bc3e758c34ffc34f completed March 21, 2026, 5:17 p.m.
Created at: March 20, 2026, 1:43 p.m.