Triple

T18146292
Position Surface form Disambiguated ID Type / Status
Subject Hunky Dory E434400 entity
Predicate hasPart P35 FINISHED
Object Changes
"Changes" is a song by David Bowie, best known as one of the standout tracks from his 1971 album *Hunky Dory* that reflects themes of personal reinvention and artistic evolution.
E434412 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: Changes | Statement: [Hunky Dory, hasPart, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Changes
Context triple: [Hunky Dory, hasPart, Changes]
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • C. Changes
    "Changes" is a song by the English rock band Faceless.
  • D. Changes
    "Changes" is a song by H.E.R. featured on her self-titled compilation album, showcasing her soulful R&B style and introspective songwriting.
  • E. Changes
    "Changes" is a 1970 pop-rock album by The Monkees, recorded primarily as a duo of Micky Dolenz and Davy Jones and often regarded as the final original studio release of their classic era.
  • 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: Changes
Triple: [Hunky Dory, hasPart, Changes]
Generated description
"Changes" is a song by David Bowie, best known as one of the standout tracks from his 1971 album *Hunky Dory* that reflects themes of personal reinvention and artistic evolution.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Changes
Target entity description: "Changes" is a song by David Bowie, best known as one of the standout tracks from his 1971 album *Hunky Dory* that reflects themes of personal reinvention and artistic evolution.
  • A. Changes chosen
    "Changes" is a 1971 song by David Bowie, known for its reflective lyrics on personal reinvention and its status as one of his signature tracks.
  • B. Changes
    "Changes" is a track featured on the album *Smoke and Mirrors*, known for its reflective tone and thematic focus on personal transformation.
  • C. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • D. Changes
    "Changes" is a music album titled to reflect themes of transformation and personal evolution.
  • E. Changes
    "Changes" is an introspective, melodic song by XXXTentacion that showcases his emotional vulnerability and softer vocal style.
  • F. None of above.

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_69d8b90aac308190801e2c57d8c5bfe5 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4de33921c8190b6f645ca63fd146b completed April 19, 2026, 1:52 p.m.
NED1 Entity disambiguation (via context triple) batch_6a038554608c819080abf60da5f48a67 completed May 12, 2026, 7:53 p.m.
NEDg Description generation batch_6a03864b84608190b204b08351f1176b completed May 12, 2026, 7:58 p.m.
NED2 Entity disambiguation (via description) batch_6a0386b90e308190807af4d407840985 completed May 12, 2026, 7:59 p.m.
Created at: April 10, 2026, 10:29 a.m.