Triple

T2391085
Position Surface form Disambiguated ID Type / Status
Subject Doja Cat E48943 entity
Predicate notableWork P4 FINISHED
Object 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.
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: [Doja Cat, notableWork, Need to Know]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Need to Know
Context triple: [Doja Cat, notableWork, Need to Know]
  • A. I Know What You Need
    "I Know What You Need" is a psychological horror short story by Stephen King about a college student who discovers the dark, supernatural source of her seemingly perfect boyfriend’s ability to anticipate her desires.
  • B. What You Need
    "What You Need" is a song featured on the album "Two Eleven" by American R&B singer Brandy.
  • C. Nobody Needs to Know
    "Nobody Needs to Know" is a poignant solo number from the musical *The Last Five Years* in which the character Jamie grapples with guilt and infidelity near the end of his marriage.
  • D. Knowing Too Much
    "Knowing Too Much" is a political analysis book by Norman Finkelstein that critiques American Jewish support for Israel and examines shifting U.S. public opinion on the Israeli–Palestinian conflict.
  • E. I Want You to Know
    "I Want You to Know" is a 2015 EDM-pop single by Zedd featuring Selena Gomez that became a commercial hit for its catchy, danceable production and emotive vocals.
  • 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: [Doja Cat, notableWork, Need to Know]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Need to Know
Target entity description: "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.
  • A. I Know What You Need
    "I Know What You Need" is a psychological horror short story by Stephen King about a college student who discovers the dark, supernatural source of her seemingly perfect boyfriend’s ability to anticipate her desires.
  • B. What You Need
    "What You Need" is a song featured on the album "Two Eleven" by American R&B singer Brandy.
  • C. Nobody Needs to Know
    "Nobody Needs to Know" is a poignant solo number from the musical *The Last Five Years* in which the character Jamie grapples with guilt and infidelity near the end of his marriage.
  • D. Knowing Too Much
    "Knowing Too Much" is a political analysis book by Norman Finkelstein that critiques American Jewish support for Israel and examines shifting U.S. public opinion on the Israeli–Palestinian conflict.
  • E. I Want You to Know
    "I Want You to Know" is a 2015 EDM-pop single by Zedd featuring Selena Gomez that became a commercial hit for its catchy, danceable production and emotive vocals.
  • 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_69a88aa5f63081908d07fd302029fcbd completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc87457388190822d5506327db8f2 completed March 7, 2026, 6:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69aeb3d4f0608190bcc77a67fa85b963 completed March 9, 2026, 11:49 a.m.
NEDg Description generation batch_69aeb79b249c8190818bc4daf9eebd2a completed March 9, 2026, 12:05 p.m.
NED2 Entity disambiguation (via description) batch_69aeb843b8e88190b5e4417a64ce8f49 completed March 9, 2026, 12:08 p.m.
Created at: March 4, 2026, 7:57 p.m.