Triple
T21419220
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Way It Is (song) |
E528388
|
entity |
| Predicate | usedAsSampleIn |
P13406
|
FINISHED |
| Object | Changes (song by 2Pac featuring Talent) |
—
|
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 featuring Talent) | Statement: [The Way It Is (song), usedAsSampleIn, Changes (song by 2Pac featuring Talent)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Changes (song by 2Pac featuring Talent) Context triple: [The Way It Is (song), usedAsSampleIn, Changes (song by 2Pac featuring Talent)]
-
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.
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.
-
C.
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.
-
D.
Change (song)
"Change" is a song featured on the album "Play On," likely recognized as one of its individual tracks.
-
E.
Eminem song "Going Through Changes"
Eminem’s song “Going Through Changes” is a deeply personal track reflecting on his struggles with addiction, depression, and family turmoil, particularly his tumultuous relationship with his ex-wife Kim.
- 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.