Triple

T14739325
Position Surface form Disambiguated ID Type / Status
Subject Martin McKinney E346299 entity
Predicate producerOf P490 FINISHED
Object What You Need (song)
"What You Need" is a song best known as a sultry, atmospheric R&B track that helped establish The Weeknd’s dark, moody sound early in his career.
 E1118067 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: What You Need (song) | Statement: [Martin McKinney, producerOf, What You Need (song)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: What You Need (song)
Context triple: [Martin McKinney, producerOf, What You Need (song)]
  • A. What You Need (album)
    "What You Need" is an R&B album by American singer Stacy Lattisaw, showcasing her mid-1980s soulful vocal style and contemporary production.
  • B. Sometimes You Need
    "Sometimes You Need" is a track featured on the Billy Joel compilation album "Out of the Game."
  • C. We Need You
    "We Need You" is a song featured on Diana Ross's 1973 soul and pop album "Touch Me in the Morning."
  • D. 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.
  • E. Need Your Love
    "Need Your Love" is a 2012 indie rock single by Australian band The Temper Trap, known for its anthemic sound and emotional intensity.
  • 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: What You Need (song)
Triple: [Martin McKinney, producerOf, What You Need (song)]
Generated description
"What You Need" is a song best known as a sultry, atmospheric R&B track that helped establish The Weeknd’s dark, moody sound early in his career.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: What You Need (song)
Target entity description: "What You Need" is a song best known as a sultry, atmospheric R&B track that helped establish The Weeknd’s dark, moody sound early in his career.
  • A. What You Need (album)
    "What You Need" is an R&B album by American singer Stacy Lattisaw, showcasing her mid-1980s soulful vocal style and contemporary production.
  • B. Sometimes You Need
    "Sometimes You Need" is a track featured on the Billy Joel compilation album "Out of the Game."
  • C. We Need You
    "We Need You" is a song featured on Diana Ross's 1973 soul and pop album "Touch Me in the Morning."
  • D. 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.
  • E. Need Your Love
    "Need Your Love" is a 2012 indie rock single by Australian band The Temper Trap, known for its anthemic sound and emotional intensity.
  • 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_69d822e6f1c88190bc494d491a907114 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69dec73264848190be23c5f0260cbe13 completed April 14, 2026, 11:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdfb91fdf88190bdcc9a93289f6b7f completed May 8, 2026, 3:04 p.m.
NEDg Description generation batch_69fe032bd640819081f4ea36a1503c21 completed May 8, 2026, 3:37 p.m.
NED2 Entity disambiguation (via description) batch_69fe04120db08190aa903ccc6ddd2267 completed May 8, 2026, 3:41 p.m.
Created at: April 10, 2026, 1:29 a.m.