Triple

T15013456
Position Surface form Disambiguated ID Type / Status
Subject Sam Sneed E377895 entity
Predicate notableWork P4 FINISHED
Object “Natural Born Killaz” (production contribution)
“Natural Born Killaz” (production contribution) refers to Sam Sneed’s role as a producer on the hard-hitting 1994 gangsta rap track “Natural Born Killaz” by Dr. Dre and Ice Cube.
 E1132428 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: “Natural Born Killaz” (production contribution) | Statement: [Sam Sneed, notableWork, “Natural Born Killaz” (production contribution)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: “Natural Born Killaz” (production contribution)
Context triple: [Sam Sneed, notableWork, “Natural Born Killaz” (production contribution)]
  • A. Crenshaw (mixtape)
    Crenshaw is a 2013 mixtape by Los Angeles rapper Nipsey Hussle, best known for its innovative $100-per-copy release strategy and its role in elevating his independent career.
  • B. Live from Death Row
    Live from Death Row is a collection of essays by journalist and former Black Panther Mumia Abu-Jamal, written while on death row and examining the U.S. criminal justice system, racism, and prison life.
  • C. Young Niggaz
    "Young Niggaz" is a socially conscious track by 2Pac that reflects on the struggles, aspirations, and harsh realities faced by young Black men in America.
  • D. Brotha Lynch Hung
    Brotha Lynch Hung is an American rapper and producer from Sacramento known for his dark, horrorcore style and graphic, cinematic storytelling.
  • E. Niggaz Done Started Something
    "Niggaz Done Started Something" is a hardcore East Coast hip-hop track known for its aggressive lyrics and gritty production, originally popularized by DMX and collaborators.
  • 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: “Natural Born Killaz” (production contribution)
Triple: [Sam Sneed, notableWork, “Natural Born Killaz” (production contribution)]
Generated description
“Natural Born Killaz” (production contribution) refers to Sam Sneed’s role as a producer on the hard-hitting 1994 gangsta rap track “Natural Born Killaz” by Dr. Dre and Ice Cube.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: “Natural Born Killaz” (production contribution)
Target entity description: “Natural Born Killaz” (production contribution) refers to Sam Sneed’s role as a producer on the hard-hitting 1994 gangsta rap track “Natural Born Killaz” by Dr. Dre and Ice Cube.
  • A. Crenshaw (mixtape)
    Crenshaw is a 2013 mixtape by Los Angeles rapper Nipsey Hussle, best known for its innovative $100-per-copy release strategy and its role in elevating his independent career.
  • B. Live from Death Row
    Live from Death Row is a collection of essays by journalist and former Black Panther Mumia Abu-Jamal, written while on death row and examining the U.S. criminal justice system, racism, and prison life.
  • C. Young Niggaz
    "Young Niggaz" is a socially conscious track by 2Pac that reflects on the struggles, aspirations, and harsh realities faced by young Black men in America.
  • D. Brotha Lynch Hung
    Brotha Lynch Hung is an American rapper and producer from Sacramento known for his dark, horrorcore style and graphic, cinematic storytelling.
  • E. Niggaz Done Started Something
    "Niggaz Done Started Something" is a hardcore East Coast hip-hop track known for its aggressive lyrics and gritty production, originally popularized by DMX and collaborators.
  • 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_69d85cd3a3c881908c71fc424d459c17 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69ded7613cec8190ac25e3f68c5d0edf completed April 15, 2026, 12:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69fe96aa3c888190a65e7b3c3b130131 completed May 9, 2026, 2:06 a.m.
NEDg Description generation batch_69fe97af0a0c8190bca3ea103d05fd99 completed May 9, 2026, 2:10 a.m.
NED2 Entity disambiguation (via description) batch_69fe98b18ab48190b2a47418904e6643 completed May 9, 2026, 2:15 a.m.
Created at: April 10, 2026, 2:55 a.m.