Triple
T13940129
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Dem Jointz |
E335220
|
entity |
| Predicate | collaboration |
P1854
|
FINISHED |
| Object |
produced tracks for Brandy
Dem Jointz is an American record producer and songwriter known for his work with major R&B and hip-hop artists, including Brandy.
|
E1070963
|
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 Brandy | Statement: [Dem Jointz, collaboration, produced tracks for Brandy]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: produced tracks for Brandy Context triple: [Dem Jointz, collaboration, produced tracks for Brandy]
-
A.
Brandy discography
Brandy discography is the complete collection of studio albums, singles, and other musical releases by American R&B singer Brandy Norwood.
-
B.
Brandy (album)
Brandy (album) is the 1994 self-titled debut studio album by American R&B singer Brandy, featuring a blend of contemporary R&B and hip hop soul that launched her music career.
-
C.
Songs for Brandy
Songs for Brandy is a songwriting and production project associated with American songwriter Evan "Kidd" Bogart, featuring material he created for R&B singer Brandy.
-
D.
Brandy – Full Moon album
Brandy – Full Moon is a critically acclaimed 2002 R&B album known for its innovative vocal production, futuristic sound, and significant influence on contemporary R&B artists.
-
E.
The Best of Brandy
The Best of Brandy is a greatest hits compilation album by American R&B singer Brandy, featuring many of her most popular songs from the 1990s and early 2000s.
- 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 Brandy Triple: [Dem Jointz, collaboration, produced tracks for Brandy]
Generated description
Dem Jointz is an American record producer and songwriter known for his work with major R&B and hip-hop artists, including Brandy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: produced tracks for Brandy Target entity description: Dem Jointz is an American record producer and songwriter known for his work with major R&B and hip-hop artists, including Brandy.
-
A.
Brandy discography
Brandy discography is the complete collection of studio albums, singles, and other musical releases by American R&B singer Brandy Norwood.
-
B.
“Almost Doesn’t Count” (Brandy song, remix/production work)
“Almost Doesn’t Count” is an R&B ballad by Brandy that was notably remixed and produced in a prominent version by the Swedish production duo Bag & Arnthor.
-
C.
Brandy (album)
Brandy (album) is the 1994 self-titled debut studio album by American R&B singer Brandy, featuring a blend of contemporary R&B and hip hop soul that launched her music career.
-
D.
Songs for Brandy
Songs for Brandy is a songwriting and production project associated with American songwriter Evan "Kidd" Bogart, featuring material he created for R&B singer Brandy.
-
E.
Brandy – Full Moon album
Brandy – Full Moon is a critically acclaimed 2002 R&B album known for its innovative vocal production, futuristic sound, and significant influence on contemporary R&B artists.
- 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.