Triple

T13940131
Position Surface form Disambiguated ID Type / Status
Subject Dem Jointz E335220 entity
Predicate collaboration P1854 FINISHED
Object produced tracks for Ice Cube
Dem Jointz is an American record producer and songwriter known for his hard-hitting, West Coast–influenced hip-hop and R&B work with major artists.
E1070964 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: produced tracks for Ice Cube | Statement: [Dem Jointz, collaboration, produced tracks for Ice Cube]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: produced tracks for Ice Cube
Context triple: [Dem Jointz, collaboration, produced tracks for Ice Cube]
  • A. co-writing the hit song Juicy Fruit
    Co-writing the hit song "Juicy Fruit" refers to James Mtume’s role in creating the influential 1983 R&B track that became a classic and one of the most sampled songs in hip-hop history.
  • B. Ice Cube – It Was a Good Day
    "It Was a Good Day" is a 1992 hit single by Ice Cube, widely regarded as one of his signature songs for its laid-back storytelling and vivid depiction of an unusually peaceful day in South Central Los Angeles.
  • C. frequent collaborations with OutKast
    Sleepy Brown is an American singer, songwriter, and producer best known as a key member of the Dungeon Family collective and for helping shape the sound of Southern hip hop and funk-influenced R&B.
  • D. The Notorious B.I.G. track "Machine Gun Funk"
    "Machine Gun Funk" is a hard-hitting, jazz-inflected gangsta rap track from The Notorious B.I.G.’s debut album *Ready to Die*, known for its gritty storytelling and classic East Coast production.
  • E. Beat Street (producer)
    Beat Street is a 1984 hip-hop culture film that Harry Belafonte produced, known for showcasing breakdancing, graffiti art, and early rap music in New York City.
  • 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: produced tracks for Ice Cube
Triple: [Dem Jointz, collaboration, produced tracks for Ice Cube]
Generated description
Dem Jointz is an American record producer and songwriter known for his hard-hitting, West Coast–influenced hip-hop and R&B work with major artists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: produced tracks for Ice Cube
Target entity description: Dem Jointz is an American record producer and songwriter known for his hard-hitting, West Coast–influenced hip-hop and R&B work with major artists.
  • A. co-writing the hit song Juicy Fruit
    Co-writing the hit song "Juicy Fruit" refers to James Mtume’s role in creating the influential 1983 R&B track that became a classic and one of the most sampled songs in hip-hop history.
  • B. Ice Cube – It Was a Good Day
    "It Was a Good Day" is a 1992 hit single by Ice Cube, widely regarded as one of his signature songs for its laid-back storytelling and vivid depiction of an unusually peaceful day in South Central Los Angeles.
  • C. frequent collaborations with OutKast
    Sleepy Brown is an American singer, songwriter, and producer best known as a key member of the Dungeon Family collective and for helping shape the sound of Southern hip hop and funk-influenced R&B.
  • D. The Notorious B.I.G. track "Machine Gun Funk"
    "Machine Gun Funk" is a hard-hitting, jazz-inflected gangsta rap track from The Notorious B.I.G.’s debut album *Ready to Die*, known for its gritty storytelling and classic East Coast production.
  • E. Beat Street (producer)
    Beat Street is a 1984 hip-hop culture film that Harry Belafonte produced, known for showcasing breakdancing, graffiti art, and early rap music in New York City.
  • 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_69d81c6081b88190b53e317c3370c8fe completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2cf6e29881908ddb8efca9a456a3 completed April 14, 2026, 12:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7ce89d2348190b5a50376c2b8248c completed May 3, 2026, 10:39 p.m.
NEDg Description generation batch_69f7cfe8dca08190825b8e1bbfe411a6 completed May 3, 2026, 10:44 p.m.
NED2 Entity disambiguation (via description) batch_69fb5504702081908a1492f1a8e24434 completed May 6, 2026, 2:49 p.m.
Created at: April 9, 2026, 10:17 p.m.