Triple

T23191123
Position Surface form Disambiguated ID Type / Status
Subject Keke Wyatt E579735 entity
Predicate notableWork P4 FINISHED
Object Who Knew?
"Who Knew?" is an R&B studio album by American singer Keke Wyatt that showcases her powerful vocals and emotional ballad style.
 E1573782 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: Who Knew? | Statement: [Keke Wyatt, notableWork, Who Knew?]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Who Knew?
Context triple: [Keke Wyatt, notableWork, Who Knew?]
  • A. "Who Knew"
    "Who Knew" is a track from MC Breed's album "Death Is Certain," showcasing his gritty Midwest hip hop style.
  • B. Who'd Have Known
    "Who'd Have Known" is a pop ballad by English singer-songwriter Lily Allen, featured on her second studio album "It's Not Me, It's You."
  • C. Who Knows
    "Who Knows" is a blues-rock song by Jimi Hendrix, performed with his Band of Gypsys and known for its extended improvisation and funk-influenced groove.
  • D. Those Who Know, Know Who
    "Those Who Know, Know Who" is a track from the hip-hop album *Man Plans God Laughs* by the legendary rap group Public Enemy.
  • E. What Do They Know
    "What Do They Know" is a song featured on the album "Turnaround" by the Irish boy band Westlife.
  • 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: Who Knew?
Triple: [Keke Wyatt, notableWork, Who Knew?]
Generated description
"Who Knew?" is an R&B studio album by American singer Keke Wyatt that showcases her powerful vocals and emotional ballad style.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Who Knew?
Target entity description: "Who Knew?" is an R&B studio album by American singer Keke Wyatt that showcases her powerful vocals and emotional ballad style.
  • A. "Who Knew"
    "Who Knew" is a track from MC Breed's album "Death Is Certain," showcasing his gritty Midwest hip hop style.
  • B. Who'd Have Known
    "Who'd Have Known" is a pop ballad by English singer-songwriter Lily Allen, featured on her second studio album "It's Not Me, It's You."
  • C. Who Knows
    "Who Knows" is a blues-rock song by Jimi Hendrix, performed with his Band of Gypsys and known for its extended improvisation and funk-influenced groove.
  • D. Those Who Know, Know Who
    "Those Who Know, Know Who" is a track from the hip-hop album *Man Plans God Laughs* by the legendary rap group Public Enemy.
  • E. What Do They Know
    "What Do They Know" is a song featured on the album "Turnaround" by the Irish boy band Westlife.
  • 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_69e24600eed08190bd7e5295653a1503 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18fd777c08190bf79e38844fedf27 completed April 29, 2026, 4:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c30ba98348190ba810aaaeb7abb84 completed May 19, 2026, 9:43 a.m.
NEDg Description generation batch_6a0c336753ac819085038351f38039d8 completed May 19, 2026, 9:54 a.m.
NED2 Entity disambiguation (via description) batch_6a0c341aead08190955638f4ce8c1c32 completed May 19, 2026, 9:57 a.m.
Created at: April 17, 2026, 4:05 p.m.