Triple

T6477804
Position Surface form Disambiguated ID Type / Status
Subject Lesane Parish Crooks E146115 entity
Predicate notableWork P4 FINISHED
Object Changes
"Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and the struggles of inner-city life.
 E146124 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 | Statement: [Lesane Parish Crooks, notableWork, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [Lesane Parish Crooks, notableWork, Changes]
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • C. Changes
    Changes is a 2020 studio album by Canadian pop singer Justin Bieber that explores R&B-influenced sounds and themes of love and personal growth.
  • D. Changes
    "Changes" is a funk-rock song by Band of Gypsys, best known for its soulful guitar work by Jimi Hendrix and its live performance on the band's self-titled 1970 album.
  • E. Changes
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • 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
Triple: [Lesane Parish Crooks, notableWork, Changes]
Generated description
"Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and the struggles of inner-city life.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes
Target entity description: "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and the struggles of inner-city life.
  • A. Changes chosen
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • B. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • C. Changes
    "Changes" is a 1971 song by David Bowie, known for its reflective lyrics on personal reinvention and its status as one of his signature tracks.
  • D. Changes
    "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • E. Changes
    Changes is a 2020 studio album by Canadian pop singer Justin Bieber that explores R&B-influenced sounds and themes of love and personal growth.
  • F. None of above.

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_69c008fec7408190af7b146dc63d9750 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c06a4ba9588190a965b9e7feb7e598 completed March 22, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c653a7f348819091bca6b582ad230d completed March 27, 2026, 9:53 a.m.
NEDg Description generation batch_69c6542017f4819085efe545dd25060f completed March 27, 2026, 9:55 a.m.
NED2 Entity disambiguation (via description) batch_69c656d3533c819091a4255e354eccab completed March 27, 2026, 10:07 a.m.
Created at: March 22, 2026, 4:51 p.m.