Triple

T15717493
Position Surface form Disambiguated ID Type / Status
Subject H.E.R. (self-titled compilation album) E380997 entity
Predicate hasPart P35 FINISHED
Object 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.
 E1172782 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: [H.E.R. (self-titled compilation album), hasPart, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [H.E.R. (self-titled compilation album), hasPart, Changes]
  • A. 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.
  • B. Changes
    "Changes" is a funk-rock song by Band of Gypsys, best known for its soulful guitar work by Jimi Hendrix and its live performance on the band's self-titled 1970 album.
  • C. Changes
    "Changes" is a song by Canadian singer-songwriter Sarah McLachlan from her 2010 studio album "Laws of Illusion."
  • D. 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.
  • E. Changes
    "Changes" is a genre-blending studio album by Australian psychedelic rock band King Gizzard & the Lizard Wizard, noted for its intricate song structures and conceptual cohesion.
  • 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: [H.E.R. (self-titled compilation album), hasPart, Changes]
Generated description
"Changes" is a song by H.E.R. featured on her self-titled compilation album, showcasing her soulful R&B style and introspective songwriting.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes
Target entity description: "Changes" is a song by H.E.R. featured on her self-titled compilation album, showcasing her soulful R&B style and introspective songwriting.
  • A. Changes
    "Changes" is a track featured on the album *Smoke and Mirrors*, known for its reflective tone and thematic focus on personal transformation.
  • 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 hip hop album *Universal Mind Control* by Common.
  • 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 song by the American rock band 3 Doors Down from their album "Away from the Sun."
  • 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_69d86d9bf930819082b30cf6d169297c completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e04f91beb08190bd91bf9306737c3b completed April 16, 2026, 2:55 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff7583609c8190a80421fce649900f completed May 9, 2026, 5:57 p.m.
NEDg Description generation batch_69ff76deb1948190bc49825719ac97d5 completed May 9, 2026, 6:03 p.m.
NED2 Entity disambiguation (via description) batch_69ff77642ba4819095c1acc65da06135 completed May 9, 2026, 6:05 p.m.
Created at: April 10, 2026, 4:45 a.m.