Triple

T13057067
Position Surface form Disambiguated ID Type / Status
Subject Hard II Love E327605 entity
Predicate producer P490 FINISHED
Object Ryan Toby
Ryan Toby is an American singer, songwriter, producer, and actor best known as a member of the R&B group City High and for co-writing hits like "Miami" for Will Smith.
 E1022768 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: Ryan Toby | Statement: [Hard II Love, producer, Ryan Toby]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ryan Toby
Context triple: [Hard II Love, producer, Ryan Toby]
  • A. Toby Scott
    Toby Scott is an American recording engineer and producer best known for his long-time collaboration with Bruce Springsteen on numerous albums and film soundtrack contributions.
  • B. Toby Scott
    Toby Scott is a writer known for his work on the Pet Shop Boys song "Love etc."
  • C. Toby Matthew
    Toby Matthew was an English clergyman and Archbishop of York who played a significant role in early 17th-century religious and political affairs under James I.
  • D. Toby Halbrooks
    Toby Halbrooks is an American filmmaker and screenwriter known for his frequent collaborations with director David Lowery on independent and studio films.
  • E. Toby Nealey
    Toby Nealey is the central protagonist of the British thriller film "I Came By," around whom the story’s suspenseful events and moral conflicts revolve.
  • 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: Ryan Toby
Triple: [Hard II Love, producer, Ryan Toby]
Generated description
Ryan Toby is an American singer, songwriter, producer, and actor best known as a member of the R&B group City High and for co-writing hits like "Miami" for Will Smith.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ryan Toby
Target entity description: Ryan Toby is an American singer, songwriter, producer, and actor best known as a member of the R&B group City High and for co-writing hits like "Miami" for Will Smith.
  • A. Toby Scott
    Toby Scott is an American recording engineer and producer best known for his long-time collaboration with Bruce Springsteen on numerous albums and film soundtrack contributions.
  • B. Toby Scott
    Toby Scott is a writer known for his work on the Pet Shop Boys song "Love etc."
  • C. Toby Matthew
    Toby Matthew was an English clergyman and Archbishop of York who played a significant role in early 17th-century religious and political affairs under James I.
  • D. Toby Halbrooks
    Toby Halbrooks is an American filmmaker and screenwriter known for his frequent collaborations with director David Lowery on independent and studio films.
  • E. Toby Nealey
    Toby Nealey is the central protagonist of the British thriller film "I Came By," around whom the story’s suspenseful events and moral conflicts revolve.
  • 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_69d8076e64308190904fb5c93517c901 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d980bd305c8190bcf191b2d35ec8de completed April 10, 2026, 10:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6e26c1f0081908100cae2cf39ac90 completed May 3, 2026, 5:51 a.m.
NEDg Description generation batch_69f6e42cd5408190b687dfae73e2a720 completed May 3, 2026, 5:59 a.m.
NED2 Entity disambiguation (via description) batch_69f6e5293ee481908d9a90266ac5c3e6 completed May 3, 2026, 6:03 a.m.
Created at: April 9, 2026, 8:58 p.m.