Triple
T4421388
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Unpredictable |
E95103
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
Love Changes
"Love Changes" is a song best known as a 1987 R&B hit by Kashif and Meli'sa Morgan, noted for its smooth production and romantic theme.
|
E437607
|
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: Love Changes | Statement: [Unpredictable, hasPart, Love Changes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Love Changes Context triple: [Unpredictable, hasPart, Love Changes]
-
A.
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.
-
B.
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.
-
C.
Everything Will Change
Everything Will Change is a song by American singer-songwriter Gavin DeGraw, known for its uplifting pop-rock style and emotive lyrics.
-
D.
It Don’t Have to Change
"It Don’t Have to Change" is a soulful R&B track by John Legend from his debut album "Get Lifted," showcasing his smooth vocals and reflective songwriting.
-
E.
I Am Changing
"I Am Changing" is a powerful soul ballad from the musical *Dreamgirls*, performed by the character Effie White as she resolves to transform her life and seek redemption.
- 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: Love Changes Triple: [Unpredictable, hasPart, Love Changes]
Generated description
"Love Changes" is a song best known as a 1987 R&B hit by Kashif and Meli'sa Morgan, noted for its smooth production and romantic theme.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Love Changes Target entity description: "Love Changes" is a song best known as a 1987 R&B hit by Kashif and Meli'sa Morgan, noted for its smooth production and romantic theme.
-
A.
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.
-
B.
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.
-
C.
Everything Will Change
Everything Will Change is a song by American singer-songwriter Gavin DeGraw, known for its uplifting pop-rock style and emotive lyrics.
-
D.
It Don’t Have to Change
"It Don’t Have to Change" is a soulful R&B track by John Legend from his debut album "Get Lifted," showcasing his smooth vocals and reflective songwriting.
-
E.
I Am Changing
"I Am Changing" is a powerful soul ballad from the musical *Dreamgirls*, performed by the character Effie White as she resolves to transform her life and seek redemption.
- 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_69b3453a36908190b95a79a297ca083c |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b35521e020819099e72b9e2ccbd36d |
completed | March 13, 2026, 12:06 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5f62715748190abceb14396ad637d |
completed | March 14, 2026, 11:58 p.m. |
| NEDg | Description generation | batch_69b5f6d4bb84819081512aec6b49507b |
completed | March 15, 2026, 12:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5f7887cb08190bf498eefc3627bfa |
completed | March 15, 2026, 12:04 a.m. |
Created at: March 12, 2026, 11:30 p.m.