Triple

T6376898
Position Surface form Disambiguated ID Type / Status
Subject It's Dark and Hell Is Hot E143488 entity
Predicate producer P490 FINISHED
Object Darrin Dean
Darrin Dean is a hip-hop music producer best known for his work on DMX’s debut album "It’s Dark and Hell Is Hot."
 E598522 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: Darrin Dean | Statement: [It's Dark and Hell Is Hot, producer, Darrin Dean]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Darrin Dean
Context triple: [It's Dark and Hell Is Hot, producer, Darrin Dean]
  • A. Darin Cunningham
    Darin Cunningham is an electronic music producer and DJ best known for his experimental work under the moniker Actress.
  • B. Scott Darlington
    Scott Darlington is an individual notable enough to be recognized as a prominent bearer of the surname Darlington.
  • C. Daron Jones
    Daron Jones is an American R&B singer, songwriter, and producer best known as a member of the group 112.
  • D. Mark DeBarge
    Mark DeBarge is an American R&B singer and musician best known as a member of the family group DeBarge, popular in the 1980s.
  • E. Tim DeKay
    Tim DeKay is an American actor best known for his television roles in series such as White Collar and Carnivàle.
  • 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: Darrin Dean
Triple: [It's Dark and Hell Is Hot, producer, Darrin Dean]
Generated description
Darrin Dean is a hip-hop music producer best known for his work on DMX’s debut album "It’s Dark and Hell Is Hot."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Darrin Dean
Target entity description: Darrin Dean is a hip-hop music producer best known for his work on DMX’s debut album "It’s Dark and Hell Is Hot."
  • A. Darin Cunningham
    Darin Cunningham is an electronic music producer and DJ best known for his experimental work under the moniker Actress.
  • B. Scott Darlington
    Scott Darlington is an individual notable enough to be recognized as a prominent bearer of the surname Darlington.
  • C. Daron Jones
    Daron Jones is an American R&B singer, songwriter, and producer best known as a member of the group 112.
  • D. Mark DeBarge
    Mark DeBarge is an American R&B singer and musician best known as a member of the family group DeBarge, popular in the 1980s.
  • E. Tim DeKay
    Tim DeKay is an American actor best known for his television roles in series such as White Collar and Carnivàle.
  • 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_69c008d9f4348190ab598a2913259a1c completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0683d7af881908d66d5230e1bfcb6 completed March 22, 2026, 10:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69c67c3f115481909879d637fc231556 completed March 27, 2026, 12:46 p.m.
NEDg Description generation batch_69c67cfd2a4481908296d1000741b702 completed March 27, 2026, 12:50 p.m.
NED2 Entity disambiguation (via description) batch_69c67d488f70819091a7927d06da47c3 completed March 27, 2026, 12:51 p.m.
Created at: March 22, 2026, 4:33 p.m.