Triple

T13940127
Position Surface form Disambiguated ID Type / Status
Subject Dem Jointz E335220 entity
Predicate collaboration P1854 FINISHED
Object produced tracks for Anderson .Paak
Dem Jointz is an American record producer and songwriter known for his work with prominent hip-hop and R&B artists, including Anderson .Paak, Dr. Dre, and Rihanna.
 E1070962 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 Anderson .Paak | Statement: [Dem Jointz, collaboration, produced tracks for Anderson .Paak]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: produced tracks for Anderson .Paak
Context triple: [Dem Jointz, collaboration, produced tracks for Anderson .Paak]
  • A. Anderson .Paak
    Anderson .Paak is an American singer, rapper, drummer, and producer known for his soulful fusion of hip-hop, R&B, funk, and jazz, as well as his dynamic live performances.
  • B. The Weekend (SZA song) [production contribution]
    "The Weekend" is a popular R&B song by SZA, known for its smooth, atmospheric production and candid exploration of a complex romantic arrangement.
  • C. Yeti Beats
    Yeti Beats is an American record producer and songwriter best known for his work with Doja Cat and contributions to contemporary pop and hip-hop music.
  • D. Ayo The Producer
    Ayo The Producer is a hip-hop music producer best known for his work on Kanye West’s song “Follow God.”
  • E. collaborations with Key Glock
    Collaborations with Key Glock refers to the joint songs and projects released by Memphis rapper Key Glock together with Chicago rapper Z-Money, blending their distinct Southern and Midwest trap styles.
  • 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 Anderson .Paak
Triple: [Dem Jointz, collaboration, produced tracks for Anderson .Paak]
Generated description
Dem Jointz is an American record producer and songwriter known for his work with prominent hip-hop and R&B artists, including Anderson .Paak, Dr. Dre, and Rihanna.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: produced tracks for Anderson .Paak
Target entity description: Dem Jointz is an American record producer and songwriter known for his work with prominent hip-hop and R&B artists, including Anderson .Paak, Dr. Dre, and Rihanna.
  • A. Anderson .Paak
    Anderson .Paak is an American singer, rapper, drummer, and producer known for his soulful fusion of hip-hop, R&B, funk, and jazz, as well as his dynamic live performances.
  • B. The Weekend (SZA song) [production contribution]
    "The Weekend" is a popular R&B song by SZA, known for its smooth, atmospheric production and candid exploration of a complex romantic arrangement.
  • C. Yeti Beats
    Yeti Beats is an American record producer and songwriter best known for his work with Doja Cat and contributions to contemporary pop and hip-hop music.
  • D. Ayo The Producer
    Ayo The Producer is a hip-hop music producer best known for his work on Kanye West’s song “Follow God.”
  • E. collaborations with Key Glock
    Collaborations with Key Glock refers to the joint songs and projects released by Memphis rapper Key Glock together with Chicago rapper Z-Money, blending their distinct Southern and Midwest trap styles.
  • 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.