Triple

T17770182
Position Surface form Disambiguated ID Type / Status
Subject Kimberly Anne Scott E443612 entity
Predicate inspiredWork P1994 FINISHED
Object Eminem song "Going Through Changes"
Eminem’s song “Going Through Changes” is a deeply personal track reflecting on his struggles with addiction, depression, and family turmoil, particularly his tumultuous relationship with his ex-wife Kim.
 E1286952 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: Eminem song "Going Through Changes" | Statement: [Kimberly Anne Scott, inspiredWork, Eminem song "Going Through Changes"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Eminem song "Going Through Changes"
Context triple: [Kimberly Anne Scott, inspiredWork, Eminem song "Going Through Changes"]
  • A. song "Adnis" by Jay-Z
    The song "Adnis" by Jay-Z is a deeply personal track in which he reflects on his complicated relationship with his late father, Adnis Reeves.
  • B. Jay-Z song "Smile"
    Jay-Z’s song “Smile” is a reflective hip-hop track from his album *4:44* that addresses personal growth, family, and his mother Gloria Carter’s coming out as a lesbian.
  • C. Legacy by Eminem
    "Legacy" by Eminem is a reflective hip-hop track from his 2013 album *The Marshall Mathers LP 2*, known for its introspective lyrics about personal struggle and empowerment.
  • D. Kanye West song "Send It Up"
    "Send It Up" is a track from Kanye West's abrasive, industrial-leaning 2013 album *Yeezus*, known for its minimalist production and prominent guest verses.
  • E. song “How High”
    "How High" is a track by producer-rapper Pi’erre Bourne, featured on his studio album *The Life of Pi’erre 4*, showcasing his melodic trap style and signature self-produced sound.
  • 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: Eminem song "Going Through Changes"
Triple: [Kimberly Anne Scott, inspiredWork, Eminem song "Going Through Changes"]
Generated description
Eminem’s song “Going Through Changes” is a deeply personal track reflecting on his struggles with addiction, depression, and family turmoil, particularly his tumultuous relationship with his ex-wife Kim.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Eminem song "Going Through Changes"
Target entity description: Eminem’s song “Going Through Changes” is a deeply personal track reflecting on his struggles with addiction, depression, and family turmoil, particularly his tumultuous relationship with his ex-wife Kim.
  • A. song "Adnis" by Jay-Z
    The song "Adnis" by Jay-Z is a deeply personal track in which he reflects on his complicated relationship with his late father, Adnis Reeves.
  • B. Jay-Z song "Smile"
    Jay-Z’s song “Smile” is a reflective hip-hop track from his album *4:44* that addresses personal growth, family, and his mother Gloria Carter’s coming out as a lesbian.
  • C. Legacy by Eminem
    "Legacy" by Eminem is a reflective hip-hop track from his 2013 album *The Marshall Mathers LP 2*, known for its introspective lyrics about personal struggle and empowerment.
  • D. Kanye West song "Send It Up"
    "Send It Up" is a track from Kanye West's abrasive, industrial-leaning 2013 album *Yeezus*, known for its minimalist production and prominent guest verses.
  • E. song “How High”
    "How High" is a track by producer-rapper Pi’erre Bourne, featured on his studio album *The Life of Pi’erre 4*, showcasing his melodic trap style and signature self-produced sound.
  • 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_69d8b9edf16c8190a59ebd245d378f4f completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e485ff928481909fe32260ba57978f completed April 19, 2026, 7:36 a.m.
NED1 Entity disambiguation (via context triple) batch_6a02efc35a048190886bb5ffb5ab708a completed May 12, 2026, 9:15 a.m.
NEDg Description generation batch_6a02f096fc648190a1ff19f2704a4cef completed May 12, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_6a02f1d0a4708190bbf51356da7e965e completed May 12, 2026, 9:24 a.m.
Created at: April 10, 2026, 10:11 a.m.