Triple
T6376897
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | It's Dark and Hell Is Hot |
E143488
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Waah Dean
Waah Dean is a hip-hop music producer best known for his work on DMX’s influential debut album "It’s Dark and Hell Is Hot."
|
E587642
|
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: Waah Dean | Statement: [It's Dark and Hell Is Hot, producer, Waah Dean]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Waah Dean Context triple: [It's Dark and Hell Is Hot, producer, Waah Dean]
-
A.
Keenan Wynn
Keenan Wynn was an American character actor known for his prolific film and television career from the 1940s through the 1970s, often playing gruff, comedic, or villainous supporting roles.
-
B.
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.
-
C.
Rico Wade
Rico Wade was an influential Atlanta-based hip-hop producer and member of the production trio Organized Noize, best known for shaping the sound of acts like Outkast and Goodie Mob.
-
D.
Jeffrey Dean
Jeffrey Dean is a prominent American computer scientist and software engineer best known for his influential work on large-scale distributed systems and infrastructure at Google.
-
E.
Michael Williams
Michael Williams was an English actor best known for his work in television, film, and theatre, and for his long marriage to Dame Judi Dench.
- 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: Waah Dean Triple: [It's Dark and Hell Is Hot, producer, Waah Dean]
Generated description
Waah Dean is a hip-hop music producer best known for his work on DMX’s influential debut album "It’s Dark and Hell Is Hot."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Waah Dean Target entity description: Waah Dean is a hip-hop music producer best known for his work on DMX’s influential debut album "It’s Dark and Hell Is Hot."
-
A.
Keenan Wynn
Keenan Wynn was an American character actor known for his prolific film and television career from the 1940s through the 1970s, often playing gruff, comedic, or villainous supporting roles.
-
B.
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.
-
C.
Rico Wade
Rico Wade was an influential Atlanta-based hip-hop producer and member of the production trio Organized Noize, best known for shaping the sound of acts like Outkast and Goodie Mob.
-
D.
Jeffrey Dean
Jeffrey Dean is a prominent American computer scientist and software engineer best known for his influential work on large-scale distributed systems and infrastructure at Google.
-
E.
Michael Williams
Michael Williams was an English actor best known for his work in television, film, and theatre, and for his long marriage to Dame Judi Dench.
- 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_69c62da390c081908690ec716aed8fea |
completed | March 27, 2026, 7:11 a.m. |
| NEDg | Description generation | batch_69c62dfff4e08190a4491fdef022acb6 |
completed | March 27, 2026, 7:13 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c62e7c07a88190a366ff23605cb161 |
completed | March 27, 2026, 7:15 a.m. |
Created at: March 22, 2026, 4:33 p.m.