Triple
T15122172
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Changes |
E361195
|
entity |
| Predicate | hasSingle |
P3282
|
FINISHED |
| Object |
Changes (song)
"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.
|
E1137765
|
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 (song) | Statement: [Changes, hasSingle, Changes (song)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Changes (song) Context triple: [Changes, hasSingle, Changes (song)]
-
A.
Change (song)
"Change" is a song featured on the album "Play On," likely recognized as one of its individual tracks.
-
B.
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."
-
C.
Things Change
Things Change is a 1988 American comedy-drama film directed by David Mamet about a mistaken-identity scheme involving a humble shoeshiner and the mob.
-
D.
Everything Changes
"Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
-
E.
Everything Changes
"Everything Changes" is a 2011 studio album by British musician Julian Lennon that marked his return to recording after a long hiatus.
- 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 (song) Triple: [Changes, hasSingle, Changes (song)]
Generated description
"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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Changes (song) Target entity description: "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.
-
A.
Change (song)
"Change" is a song featured on the album "Play On," likely recognized as one of its individual tracks.
-
B.
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."
-
C.
Things Change
Things Change is a 1988 American comedy-drama film directed by David Mamet about a mistaken-identity scheme involving a humble shoeshiner and the mob.
-
D.
Everything Changes
"Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
-
E.
Everything Changes
"Everything Changes" is a 2011 studio album by British musician Julian Lennon that marked his return to recording after a long hiatus.
- 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_69d85a06450081909c5a14ea9851a15e |
completed | April 10, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69e0059f69a881909929a037a0eef702 |
completed | April 15, 2026, 9:39 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69feb7f4abd08190b47c9daff2921919 |
completed | May 9, 2026, 4:28 a.m. |
| NEDg | Description generation | batch_69feb8bb774481908272929358817440 |
completed | May 9, 2026, 4:31 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69feb9384b4c81909fe80dec3abc1659 |
completed | May 9, 2026, 4:34 a.m. |
Created at: April 10, 2026, 3:06 a.m.