Triple
T13027746
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | What’s the 411? |
E326350
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
Changes I’ve Been Going Through
"Changes I’ve Been Going Through" is an R&B song by Mary J. Blige from her debut album "What's the 411?" that reflects on personal growth and emotional transformation.
|
E1016758
|
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 I’ve Been Going Through | Statement: [What’s the 411?, hasPart, Changes I’ve Been Going Through]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Changes I’ve Been Going Through Context triple: [What’s the 411?, hasPart, Changes I’ve Been Going Through]
-
A.
Some Changes
"Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
-
B.
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.
-
C.
I Changed a Lot
"I Changed a Lot" is a studio album by American DJ and producer DJ Khaled, featuring numerous guest artists and showcasing his signature hip hop and rap collaborations.
-
D.
A Change
"A Change" is a soul song performed by Aretha Franklin, featured on her 1968 album "Aretha Now."
-
E.
I've Changed
"I've Changed" is a track by American rapper Missy Elliott from her acclaimed third studio album "Miss E... So Addictive."
- 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 I’ve Been Going Through Triple: [What’s the 411?, hasPart, Changes I’ve Been Going Through]
Generated description
"Changes I’ve Been Going Through" is an R&B song by Mary J. Blige from her debut album "What's the 411?" that reflects on personal growth and emotional transformation.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Changes I’ve Been Going Through Target entity description: "Changes I’ve Been Going Through" is an R&B song by Mary J. Blige from her debut album "What's the 411?" that reflects on personal growth and emotional transformation.
-
A.
It Changes
"It Changes" is a musical number from the animated film "Snoopy, Come Home," reflecting the emotional shifts and transitions experienced by the characters.
-
B.
Some Changes
"Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
-
C.
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.
-
D.
I Changed a Lot
"I Changed a Lot" is a studio album by American DJ and producer DJ Khaled, featuring numerous guest artists and showcasing his signature hip hop and rap collaborations.
-
E.
A Change
"A Change" is a soul song performed by Aretha Franklin, featured on her 1968 album "Aretha Now."
- 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_69d8076cc45c81908123123f43e69266 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d97efc07488190a15f3e41ea2db45c |
completed | April 10, 2026, 10:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6c12191b08190abf4123995116ebc |
completed | May 3, 2026, 3:29 a.m. |
| NEDg | Description generation | batch_69f6c562d10c8190b76dbf50a0101bae |
completed | May 3, 2026, 3:47 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6c635fc888190891a79da9d7984a0 |
completed | May 3, 2026, 3:51 a.m. |
Created at: April 9, 2026, 8:53 p.m.