Triple
T13373541
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | "How Do U Want It" |
E319124
|
entity |
| Predicate | performedByGroup |
P1363
|
FINISHED |
| Object |
2Pac featuring K-Ci & JoJo
2Pac featuring K-Ci & JoJo is a hip-hop and R&B collaboration between rapper Tupac Shakur and the R&B duo K-Ci & JoJo, best known for their work together on the hit single "How Do U Want It."
|
E1036242
|
NE FINISHED |
How this triple was built (5 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: 2Pac featuring K-Ci & JoJo | Statement: ["How Do U Want It", performedByGroup, 2Pac featuring K-Ci & JoJo]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: 2Pac featuring K-Ci & JoJo Context triple: ["How Do U Want It", performedByGroup, 2Pac featuring K-Ci & JoJo]
-
A.
The Beatnuts
The Beatnuts are a Queens-based hip hop production duo and rap group known for their sample-heavy, Latin-influenced boom-bap sound and underground cult following in the 1990s.
-
B.
Coolio
Coolio was an American rapper, producer, and actor best known for his Grammy-winning 1995 hit "Gangsta's Paradise" and his influence on 1990s West Coast hip hop.
-
C.
Rob Base & DJ E-Z Rock
Rob Base & DJ E-Z Rock were a late-1980s hip hop duo best known for their influential party anthem "It Takes Two."
-
D.
Raekwon and Ghostface Killah
Raekwon and Ghostface Killah are prominent members of the Wu-Tang Clan known for their influential collaborations that helped define the gritty, cinematic sound of 1990s East Coast hip hop.
-
E.
Puff Daddy & the Family
Puff Daddy & the Family is a hip-hop collective led by Sean "Puff Daddy" Combs that featured various Bad Boy Records artists collaborating on late-1990s rap and R&B hits.
- 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: 2Pac featuring K-Ci & JoJo Triple: ["How Do U Want It", performedByGroup, 2Pac featuring K-Ci & JoJo]
Generated description
2Pac featuring K-Ci & JoJo is a hip-hop and R&B collaboration between rapper Tupac Shakur and the R&B duo K-Ci & JoJo, best known for their work together on the hit single "How Do U Want It."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: 2Pac featuring K-Ci & JoJo Target entity description: 2Pac featuring K-Ci & JoJo is a hip-hop and R&B collaboration between rapper Tupac Shakur and the R&B duo K-Ci & JoJo, best known for their work together on the hit single "How Do U Want It."
-
A.
The Beatnuts
The Beatnuts are a Queens-based hip hop production duo and rap group known for their sample-heavy, Latin-influenced boom-bap sound and underground cult following in the 1990s.
-
B.
Coolio
Coolio was an American rapper, producer, and actor best known for his Grammy-winning 1995 hit "Gangsta's Paradise" and his influence on 1990s West Coast hip hop.
-
C.
Rob Base & DJ E-Z Rock
Rob Base & DJ E-Z Rock were a late-1980s hip hop duo best known for their influential party anthem "It Takes Two."
-
D.
Raekwon and Ghostface Killah
Raekwon and Ghostface Killah are prominent members of the Wu-Tang Clan known for their influential collaborations that helped define the gritty, cinematic sound of 1990s East Coast hip hop.
-
E.
Puff Daddy & the Family
Puff Daddy & the Family is a hip-hop collective led by Sean "Puff Daddy" Combs that featured various Bad Boy Records artists collaborating on late-1990s rap and R&B hits.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: performedByGroup Context triple: ["How Do U Want It", performedByGroup, 2Pac featuring K-Ci & JoJo]
-
A.
performedBy
chosen
Indicates that an action, task, or event is carried out or executed by a specified agent or entity.
-
B.
performedWith
Indicates that an action or activity is carried out using, accompanied by, or in conjunction with a specified entity or instrument.
-
C.
performedByGroupInStory
Indicates that an action or event within a story is carried out by a group rather than an individual.
-
D.
performedByFormerGroupMemberOf
Indicates that an action or event is carried out by an individual who was previously a member of a specified group.
-
E.
performedTo
Indicates that an action or performance is directed toward or carried out on a particular entity.
- F. None of above.
Provenance (6 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_69d806b7bbac8190b85278c87fa7aff3 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69dadcda64a48190b53243a763cd175b |
completed | April 11, 2026, 11:44 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f72682c7f08190b8553ca22734df27 |
completed | May 3, 2026, 10:42 a.m. |
| NEDg | Description generation | batch_69f7270bf9308190a3e9427ffce0e3ee |
completed | May 3, 2026, 10:44 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f727d063c4819084b4990a0d759f79 |
completed | May 3, 2026, 10:47 a.m. |
| PD | Predicate disambiguation | batch_69d9a02c9abc8190b328e7bae747bfc5 |
completed | April 11, 2026, 1:13 a.m. |
Created at: April 9, 2026, 9:33 p.m.