Triple

T11621822
Position Surface form Disambiguated ID Type / Status
Subject Kelly Osbourne E275655 entity
Predicate single P3283 FINISHED
Object 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.
 E938135 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: [Kelly Osbourne, single, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [Kelly Osbourne, single, 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 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.
  • E. Changes
    "Changes" is a song by Canadian singer-songwriter Sarah McLachlan from her 2010 studio album "Laws of Illusion."
  • 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: [Kelly Osbourne, single, Changes]
Generated description
"Changes" is a pop-rock single by British singer and television personality Kelly Osbourne, known for its introspective lyrics and melodic, guitar-driven sound.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes
Target entity description: "Changes" is a pop-rock single by British singer and television personality Kelly Osbourne, known for its introspective lyrics and melodic, guitar-driven sound.
  • A. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • B. Changes
    "Changes" is a song by Canadian singer-songwriter Sarah McLachlan from her 2010 studio album "Laws of Illusion."
  • C. 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.
  • D. 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.
  • E. Changes
    "Changes" is a track featured on the album *Smoke and Mirrors*, known for its reflective tone and thematic focus on personal transformation.
  • 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_69d6aaf84b548190ac072e4fb89ae18f completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d8a122a3708190ab6513dad4c4fde7 completed April 10, 2026, 7:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69ee8762586481909a4b563c827487e0 completed April 26, 2026, 9:45 p.m.
NEDg Description generation batch_69eeb310e04c8190a1004662d5bbc015 completed April 27, 2026, 12:51 a.m.
NED2 Entity disambiguation (via description) batch_69eee95dfff48190a3c3022cdfc6dafc completed April 27, 2026, 4:43 a.m.
Created at: April 8, 2026, 9:39 p.m.