Triple

T21419219
Position Surface form Disambiguated ID Type / Status
Subject The Way It Is (song) E528388 entity
Predicate usedAsSampleIn P13406 FINISHED
Object Changes (song by 2Pac) NE NERFINISHED

How this triple was built (2 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 (song by 2Pac) | Statement: [The Way It Is (song), usedAsSampleIn, Changes (song by 2Pac)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Changes (song by 2Pac)
Context triple: [The Way It Is (song), usedAsSampleIn, Changes (song by 2Pac)]
  • A. Changes (song) chosen
    "Changes" is a widely recognized song title used by multiple artists, most famously by David Bowie and 2Pac, each addressing themes of personal transformation and social struggle.
  • B. Change (song)
    "Change" is a song featured on the album "Play On," likely recognized as one of its individual tracks.
  • C. Changes (H.E.R. song)
    "Changes" is an R&B song by American singer-songwriter H.E.R., showcasing her soulful vocals and introspective lyricism.
  • D. song "Ain't Gone Change"
    "Ain't Gone Change" is a track by rapper Cormega from his album *Mega Philosophy*, reflecting his socially conscious, introspective lyrical style.
  • E. The Change
    The Change is a hip-hop album by rapper Noreaga (N.O.R.E.) that preceded his 1998 video compilation release "Banned from T.V."
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e0c454c248819093425d1099101c09 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69e8b2ccddc08190b4f66fa6ccda41e2 completed April 22, 2026, 11:36 a.m.
Created at: April 16, 2026, 5:47 p.m.