Triple

T4363191
Position Surface form Disambiguated ID Type / Status
Subject David Bowie E98709 entity
Predicate notableWork P4 FINISHED
Object Changes
"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.
 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: [David Bowie, notableWork, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [David Bowie, notableWork, 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 2020 studio album by Canadian pop singer Justin Bieber that explores R&B-influenced sounds and themes of love and personal growth.
  • D. Changes
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • E. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • 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: [David Bowie, notableWork, Changes]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes
Target entity description: "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.
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • C. 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.
  • D. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • E. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • 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_69b3454c772081908e20173e379e8ebe completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b351e5ee308190a9271e73689b4a2b completed March 12, 2026, 11:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5dbc68534819095ce62645ca79eff completed March 14, 2026, 10:05 p.m.
NEDg Description generation batch_69b5df8336e881908c875b8411c2fe4d completed March 14, 2026, 10:21 p.m.
NED2 Entity disambiguation (via description) batch_69b5e0ded0288190b615364e9ae10821 completed March 14, 2026, 10:27 p.m.
Created at: March 12, 2026, 11:16 p.m.