Triple

T1367223
Position Surface form Disambiguated ID Type / Status
Subject Luther Vandross E30030 entity
Predicate notableWork P4 FINISHED
Object Never Too Much
"Never Too Much" is a 1981 R&B and soul classic by Luther Vandross that became his signature hit and a defining song of contemporary R&B.
E155854 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: Never Too Much | Statement: [Luther Vandross, notableWork, Never Too Much]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Never Too Much
Context triple: [Luther Vandross, notableWork, Never Too Much]
  • A. Too Much, Too Soon
    Too Much, Too Soon is a 1958 biographical drama film about the troubled life of actress Diana Barrymore, adapted from her memoir of the same name.
  • B. Tell Me No
    "Tell Me No" is a song by American singer Whitney Houston from her 2002 studio album "Just Whitney."
  • C. It’s Too Late
    "It's Too Late" is a 1971 soft rock song by Carole King, featured on her landmark album "Tapestry" and widely regarded as one of her signature hits.
  • D. Gotta Have It
    "Gotta Have It" is a high-energy hip hop track by Jay-Z and Kanye West from their collaborative album *Watch the Throne*, known for its dense sampling and rapid-fire back-and-forth verses.
  • E. Out of Control
    "Out of Control" is an early U2 song from their 1979 debut EP and later album "Boy," known for its energetic post-punk style and themes of youthful frustration and self-discovery.
  • 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: Never Too Much
Triple: [Luther Vandross, notableWork, Never Too Much]
Generated description
"Never Too Much" is a 1981 R&B and soul classic by Luther Vandross that became his signature hit and a defining song of contemporary R&B.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Never Too Much
Target entity description: "Never Too Much" is a 1981 R&B and soul classic by Luther Vandross that became his signature hit and a defining song of contemporary R&B.
  • A. Too Much, Too Soon
    Too Much, Too Soon is a 1958 biographical drama film about the troubled life of actress Diana Barrymore, adapted from her memoir of the same name.
  • B. Tell Me No
    "Tell Me No" is a song by American singer Whitney Houston from her 2002 studio album "Just Whitney."
  • C. It’s Too Late
    "It's Too Late" is a 1971 soft rock song by Carole King, featured on her landmark album "Tapestry" and widely regarded as one of her signature hits.
  • D. Gotta Have It
    "Gotta Have It" is a high-energy hip hop track by Jay-Z and Kanye West from their collaborative album *Watch the Throne*, known for its dense sampling and rapid-fire back-and-forth verses.
  • E. Out of Control
    "Out of Control" is an early U2 song from their 1979 debut EP and later album "Boy," known for its energetic post-punk style and themes of youthful frustration and self-discovery.
  • 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_69a498f912008190a376a98b207b2071 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c2d33d2081908008494b5f56bf56 completed March 1, 2026, 10:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69acce788098819087a046e10966b7e9 completed March 8, 2026, 1:18 a.m.
NEDg Description generation batch_69accf15d910819098e9a4b24247881b completed March 8, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69accffa9a40819083a3e55a5d83e040 completed March 8, 2026, 1:25 a.m.
Created at: March 1, 2026, 7:57 p.m.