Triple
T11423198
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amala Ratna Zandile Dlamin |
E270678
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Need to Know
"Need to Know" is a 2021 R&B/hip-hop single by American rapper and singer Doja Cat, known for its sensual lyrics, melodic flow, and popularity on streaming platforms and social media.
|
E264169
|
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: Need to Know | Statement: [Amala Ratna Zandile Dlamin, notableWork, Need to Know]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Need to Know Context triple: [Amala Ratna Zandile Dlamin, notableWork, Need to Know]
-
A.
Need to Know
"Need to Know" is a sexually charged, futuristic R&B/hip-hop single by Doja Cat that gained widespread popularity for its catchy melody, bold lyrics, and viral music video.
-
B.
I Need to Know
"I Need to Know" is a 1978 rock song by Tom Petty and the Heartbreakers, released as a single from their second album "You're Gonna Get It!".
-
C.
Know That
"Know That" is a track from Mos Def's acclaimed hip-hop album *Black on Both Sides*, showcasing his socially conscious lyricism and distinctive flow.
-
D.
“I Need to Know”
"I Need to Know" is a 1999 Latin pop and salsa-infused hit single by Marc Anthony that helped establish his mainstream crossover success in the English-language market.
-
E.
Need It
"Need It" is a hip-hop single by Migos featuring YoungBoy Never Broke Again, known for its aggressive trap production and catchy, boastful lyrics.
- 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: Need to Know Triple: [Amala Ratna Zandile Dlamin, notableWork, Need to Know]
Generated description
"Need to Know" is a 2021 R&B/hip-hop single by American rapper and singer Doja Cat, known for its sensual lyrics, melodic flow, and popularity on streaming platforms and social media.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Need to Know Target entity description: "Need to Know" is a 2021 R&B/hip-hop single by American rapper and singer Doja Cat, known for its sensual lyrics, melodic flow, and popularity on streaming platforms and social media.
-
A.
Need to Know
chosen
"Need to Know" is a sexually charged, futuristic R&B/hip-hop single by Doja Cat that gained widespread popularity for its catchy melody, bold lyrics, and viral music video.
-
B.
I Need to Know
"I Need to Know" is a 1978 rock song by Tom Petty and the Heartbreakers, released as a single from their second album "You're Gonna Get It!".
-
C.
Know That
"Know That" is a track from Mos Def's acclaimed hip-hop album *Black on Both Sides*, showcasing his socially conscious lyricism and distinctive flow.
-
D.
“I Need to Know”
"I Need to Know" is a 1999 Latin pop and salsa-infused hit single by Marc Anthony that helped establish his mainstream crossover success in the English-language market.
-
E.
Need It
"Need It" is a hip-hop single by Migos featuring YoungBoy Never Broke Again, known for its aggressive trap production and catchy, boastful lyrics.
- F. None of above.
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_69d6aadeef688190874bcecd88b3dd9b |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d801b357e88190ace56d36a945688f |
completed | April 9, 2026, 7:44 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e5b8a1e88c8190994bea88a0490e60 |
completed | April 20, 2026, 5:24 a.m. |
| NEDg | Description generation | batch_69e5c28e2dd481909b45a43b5825f393 |
completed | April 20, 2026, 6:07 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e5c4722c348190a4c49edb1f6df240 |
completed | April 20, 2026, 6:15 a.m. |
Created at: April 8, 2026, 9:35 p.m.