Triple

T13747412
Position Surface form Disambiguated ID Type / Status
Subject Ayo The Producer E330250 entity
Predicate alsoKnownAs P39 FINISHED
Object Ayo
Ayo is an American record producer and songwriter best known as one half of the production duo Ayo & Keyz, who have worked with major hip-hop and R&B artists.
 E1060364 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: Ayo | Statement: [Ayo The Producer, alsoKnownAs, Ayo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ayo
Context triple: [Ayo The Producer, alsoKnownAs, Ayo]
  • A. Ayo
    Ayo is a character portrayed by actor Noel "Detail" Fisher, best known from his work in film and television.
  • B. Ayo
    Ayo is a 2014 studio album by Nigerian singer Wizkid that helped solidify his status as a leading figure in contemporary Afrobeats.
  • C. Ayo
    Ayo is a skilled Wakandan warrior and prominent member of the Dora Milaje in Marvel's Black Panther universe.
  • D. Ayo Jay
    Ayo Jay is a Nigerian singer and songwriter known for his Afrobeat and R&B-influenced hit "Your Number."
  • E. Ayoo
    "Ayoo" is a popular dancehall/afrobeats song by Ghanaian artist Shatta Wale, known for its catchy hook and widespread acclaim in the Ghanaian music scene.
  • 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: Ayo
Triple: [Ayo The Producer, alsoKnownAs, Ayo]
Generated description
Ayo is an American record producer and songwriter best known as one half of the production duo Ayo & Keyz, who have worked with major hip-hop and R&B artists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ayo
Target entity description: Ayo is an American record producer and songwriter best known as one half of the production duo Ayo & Keyz, who have worked with major hip-hop and R&B artists.
  • A. Ayo
    Ayo is a 2014 studio album by Nigerian singer Wizkid that helped solidify his status as a leading figure in contemporary Afrobeats.
  • B. Ayo
    Ayo is a skilled Wakandan warrior and prominent member of the Dora Milaje in Marvel's Black Panther universe.
  • C. Ayo
    Ayo is a character portrayed by actor Noel "Detail" Fisher, best known from his work in film and television.
  • D. Ayo Jay
    Ayo Jay is a Nigerian singer and songwriter known for his Afrobeat and R&B-influenced hit "Your Number."
  • E. Ayoo
    "Ayoo" is a popular dancehall/afrobeats song by Ghanaian artist Shatta Wale, known for its catchy hook and widespread acclaim in the Ghanaian music scene.
  • 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_69d81c573f288190aa2403d484fa3d49 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02132a108190aca728b95e83af01 completed April 14, 2026, 9 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7a854098c8190983d142c9930962b completed May 3, 2026, 7:56 p.m.
NEDg Description generation batch_69f7ac78ef5081909caccd2fc5772f24 completed May 3, 2026, 8:13 p.m.
NED2 Entity disambiguation (via description) batch_69f7ad51c6808190afa80fc3622399bf completed May 3, 2026, 8:17 p.m.
Created at: April 9, 2026, 10:08 p.m.