Triple

T18146309
Position Surface form Disambiguated ID Type / Status
Subject Hunky Dory E434400 entity
Predicate notableSong P4 FINISHED
Object Changes
"Changes" is a reflective, genre-blending song by David Bowie that became one of his signature tracks, known for its 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, notableSong, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [Hunky Dory, notableSong, Changes]
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    Changes is a 2020 studio album by Canadian pop singer Justin Bieber that explores R&B-influenced sounds and themes of love and personal growth.
  • 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 song by Canadian singer-songwriter Sarah McLachlan from her 2010 studio album "Laws of Illusion."
  • E. Changes
    "Changes" is a pop-rock single by British singer and television personality Kelly Osbourne, known for its introspective lyrics and melodic, guitar-driven sound.
  • 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, notableSong, Changes]
Generated description
"Changes" is a reflective, genre-blending song by David Bowie that became one of his signature tracks, known for its 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 reflective, genre-blending song by David Bowie that became one of his signature tracks, known for its 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 an introspective, melodic song by XXXTentacion that showcases his emotional vulnerability and softer vocal style.
  • C. Changes
    "Changes" is a track featured on the album *Smoke and Mirrors*, known for its reflective tone and thematic focus on personal transformation.
  • D. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • E. Changes
    "Changes" is a music album titled to reflect themes of transformation and personal evolution.
  • 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_6a038fb549d88190b9e4bf3dbd1c35b5 completed May 12, 2026, 8:38 p.m.
NEDg Description generation batch_6a039182427c81909de840ddf7b2172f completed May 12, 2026, 8:45 p.m.
NED2 Entity disambiguation (via description) batch_6a03927b1794819098106ca3695178dc completed May 12, 2026, 8:50 p.m.
Created at: April 10, 2026, 10:29 a.m.