Triple

T3517260
Position Surface form Disambiguated ID Type / Status
Subject Phil Ochs E74336 entity
Predicate notableWork P4 FINISHED
Object Changes
"Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
 E365095 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: [Phil Ochs, notableWork, Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes
Context triple: [Phil Ochs, notableWork, Changes]
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • 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. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • E. Change
    Change was an Italian-American post-disco and R&B studio group formed in the late 1970s, best known for its sophisticated dance grooves and for launching the early international career of Luther Vandross.
  • 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: [Phil Ochs, notableWork, Changes]
Generated description
"Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes
Target entity description: "Changes" is a reflective folk song by American singer-songwriter Phil Ochs, known for its poetic lyrics and gentle, introspective tone.
  • A. Changes
    "Changes" is a track featured on the hip hop album *Universal Mind Control* by Common.
  • B. Changes
    "Changes" is a socially conscious hip-hop song by Tupac Shakur that reflects on racism, poverty, and systemic injustice in America.
  • 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. Change
    "Change" is a reflective, melodic rock song by Blind Melon known for its introspective lyrics and Shannon Hoon’s emotive vocal performance.
  • E. Change
    Change was an Italian-American post-disco and R&B studio group formed in the late 1970s, best known for its sophisticated dance grooves and for launching the early international career of Luther Vandross.
  • 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_69ad85cfb5c881909c9a2edd9d6043cc completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adbc32f90081908960acb3e94402be completed March 8, 2026, 6:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69b37e7da9c08190ab417b45339513bd completed March 13, 2026, 3:03 a.m.
NEDg Description generation batch_69b37f61b4a88190b36ada98f063edcf completed March 13, 2026, 3:07 a.m.
NED2 Entity disambiguation (via description) batch_69b37fbec2ec81909228716c70ffa2bd completed March 13, 2026, 3:08 a.m.
Created at: March 8, 2026, 3:19 p.m.