Triple

T7949811
Position Surface form Disambiguated ID Type / Status
Subject Walking with a Panther E184584 entity
Predicate hasPart P35 FINISHED
Object Change Your Ways
"Change Your Ways" is a song featured on LL Cool J's 1989 hip hop album "Walking with a Panther."
 E704956 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: Change Your Ways | Statement: [Walking with a Panther, hasPart, Change Your Ways]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Change Your Ways
Context triple: [Walking with a Panther, hasPart, Change Your Ways]
  • A. Change It
    "Change It" is a track featured on the album "Soul to Soul" by Stevie Ray Vaughan and Double Trouble.
  • B. A Change Would Do You Good
    "A Change Would Do You Good" is a 1997 rock-influenced pop song by American singer-songwriter Sheryl Crow, known for its catchy chorus and wry, introspective lyrics about personal transformation.
  • C. 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.
  • D. Change the World
    "Change the World" is a Grammy-winning soft rock song popularized by Eric Clapton, known for its smooth acoustic style and heartfelt lyrics.
  • E. Changez
    Changez is the introspective Pakistani narrator of Mohsin Hamid’s novel "The Reluctant Fundamentalist," whose experiences in post-9/11 America lead him to critically reassess his identity, loyalties, and relationship with the West.
  • 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: Change Your Ways
Triple: [Walking with a Panther, hasPart, Change Your Ways]
Generated description
"Change Your Ways" is a song featured on LL Cool J's 1989 hip hop album "Walking with a Panther."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Change Your Ways
Target entity description: "Change Your Ways" is a song featured on LL Cool J's 1989 hip hop album "Walking with a Panther."
  • A. Change It
    "Change It" is a track featured on the album "Soul to Soul" by Stevie Ray Vaughan and Double Trouble.
  • B. A Change Would Do You Good
    "A Change Would Do You Good" is a 1997 rock-influenced pop song by American singer-songwriter Sheryl Crow, known for its catchy chorus and wry, introspective lyrics about personal transformation.
  • C. 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.
  • D. Change the World
    "Change the World" is a Grammy-winning soft rock song popularized by Eric Clapton, known for its smooth acoustic style and heartfelt lyrics.
  • E. Changez
    Changez is the introspective Pakistani narrator of Mohsin Hamid’s novel "The Reluctant Fundamentalist," whose experiences in post-9/11 America lead him to critically reassess his identity, loyalties, and relationship with the West.
  • 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_69ca8292cba881908a64427b938dac47 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3b2d09a4819097aa49e29a5426ec completed March 31, 2026, 3:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69cbe03c7d308190aec1172415be995c completed March 31, 2026, 2:54 p.m.
NEDg Description generation batch_69cc46bfad4081908de1667b8a10ed0a completed March 31, 2026, 10:12 p.m.
NED2 Entity disambiguation (via description) batch_69cc47e7167881908dce54e8b4615900 completed March 31, 2026, 10:17 p.m.
Created at: March 30, 2026, 5:10 p.m.