Triple

T1280379
Position Surface form Disambiguated ID Type / Status
Subject Tupac Shakur E27310 entity
Predicate notableWork P4 FINISHED
Object Changes
"Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
 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: [Tupac Shakur, notableWork, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [Tupac Shakur, notableWork, Changes]
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • C. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • D. Things Done Changed
    "Things Done Changed" is the reflective opening track on The Notorious B.I.G.'s debut album, contrasting his harsh past experiences with his newfound success and the changing realities of street life.
  • E. Changing Form
    Changing Form is a prominent abstract steel sculpture located in Seattle’s Kerry Park, often noted as a popular foreground for views of the city skyline and Mount Rainier.
  • 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: [Tupac Shakur, notableWork, Changes]
Generated description
"Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
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 systemic injustice in America.
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • C. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • D. Things Done Changed
    "Things Done Changed" is the reflective opening track on The Notorious B.I.G.'s debut album, contrasting his harsh past experiences with his newfound success and the changing realities of street life.
  • E. Changing Form
    Changing Form is a prominent abstract steel sculpture located in Seattle’s Kerry Park, often noted as a popular foreground for views of the city skyline and Mount Rainier.
  • 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_69a496d3710c8190955dee8bc0dacb50 completed March 1, 2026, 7:43 p.m.
NER Named-entity recognition batch_69a4c094eb4881909a33061339f91190 completed March 1, 2026, 10:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69aca2fb746881909ac7a8dd672fc939 completed March 7, 2026, 10:13 p.m.
NEDg Description generation batch_69aca3752a3c81908bd6d9744ad5f5a2 completed March 7, 2026, 10:15 p.m.
NED2 Entity disambiguation (via description) batch_69aca3e44bf481908c5726adddc4b428 completed March 7, 2026, 10:17 p.m.
Created at: March 1, 2026, 7:50 p.m.