Triple

T7692504
Position Surface form Disambiguated ID Type / Status
Subject You Could Have It So Much Better E174282 entity
Predicate writer P1360 FINISHED
Object Bob Hardy
Bob Hardy is a Scottish musician best known as the bassist for the indie rock band Franz Ferdinand.
 E682717 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: Bob Hardy | Statement: [You Could Have It So Much Better, writer, Bob Hardy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bob Hardy
Context triple: [You Could Have It So Much Better, writer, Bob Hardy]
  • A. Hal Barwood
    Hal Barwood is an American filmmaker, screenwriter, and video game designer best known for his work on films like "Close Encounters of the Third Kind" and for creating story-driven adventure games at LucasArts.
  • B. Bill Heslop
    Bill Heslop is a domineering, corrupt small-town Australian politician and the overbearing father of the protagonist in the film "Muriel's Wedding."
  • C. Ken Norris
    Ken Norris was a pioneering marine mammalogist and educator best known for his influential work in dolphin research and marine park development.
  • D. Ken Norris
    Ken Norris was a British engineer best known for designing record-breaking high-speed hydroplanes and land-speed vehicles, including Donald Campbell’s Bluebird K7.
  • E. Ben Durrant
    Ben Durrant is a musician best known as a member of the indie supergroup Gayngs.
  • 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: Bob Hardy
Triple: [You Could Have It So Much Better, writer, Bob Hardy]
Generated description
Bob Hardy is a Scottish musician best known as the bassist for the indie rock band Franz Ferdinand.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bob Hardy
Target entity description: Bob Hardy is a Scottish musician best known as the bassist for the indie rock band Franz Ferdinand.
  • A. Hal Barwood
    Hal Barwood is an American filmmaker, screenwriter, and video game designer best known for his work on films like "Close Encounters of the Third Kind" and for creating story-driven adventure games at LucasArts.
  • B. Bill Heslop
    Bill Heslop is a domineering, corrupt small-town Australian politician and the overbearing father of the protagonist in the film "Muriel's Wedding."
  • C. Ken Norris
    Ken Norris was a pioneering marine mammalogist and educator best known for his influential work in dolphin research and marine park development.
  • D. Ken Norris
    Ken Norris was a British engineer best known for designing record-breaking high-speed hydroplanes and land-speed vehicles, including Donald Campbell’s Bluebird K7.
  • E. Ben Durrant
    Ben Durrant is a musician best known as a member of the indie supergroup Gayngs.
  • 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_69c6995966348190939e6c37ba272c06 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c7024481448190b32ba04e8792f15a completed March 27, 2026, 10:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8aca5f3388190b25e70caa364d712 completed March 29, 2026, 4:37 a.m.
NEDg Description generation batch_69c8adeb3948819087404b0d7d7e619e completed March 29, 2026, 4:43 a.m.
NED2 Entity disambiguation (via description) batch_69c8aedede388190b8eb79cea223c31c completed March 29, 2026, 4:47 a.m.
Created at: March 27, 2026, 4:02 p.m.