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.