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.