Triple

T16228993
Position Surface form Disambiguated ID Type / Status
Subject The Substitute E393929 entity
Predicate character P662 FINISHED
Object Jonathan Shale
Jonathan Shale is the tough, ex-mercenary protagonist of the action film "The Substitute," who goes undercover as a high school teacher to combat crime and corruption.
E1200890 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: Jonathan Shale | Statement: [The Substitute, character, Jonathan Shale]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jonathan Shale
Context triple: [The Substitute, character, Jonathan Shale]
  • A. Jon Shafer
    Jon Shafer is a video game designer best known as the lead designer of Sid Meier’s Civilization V.
  • B. John Lazzaro
    John Lazzaro is an electrical engineer and computer scientist known for his work in neuromorphic engineering and VLSI design, particularly in collaboration with Carver Mead’s research lineage.
  • C. Connor Schell
    Connor Schell is an American television and film producer best known for his work at ESPN, where he helped pioneer high-quality sports storytelling and documentary programming.
  • D. Jaime Murray
    Jaime Murray is a British actress best known for her roles in television series such as "Hustle," "Dexter," and "Warehouse 13."
  • E. Nathan Reed
    Nathan Reed is the brother of American actress and screenwriter Nikki Reed.
  • 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: Jonathan Shale
Triple: [The Substitute, character, Jonathan Shale]
Generated description
Jonathan Shale is the tough, ex-mercenary protagonist of the action film "The Substitute," who goes undercover as a high school teacher to combat crime and corruption.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jonathan Shale
Target entity description: Jonathan Shale is the tough, ex-mercenary protagonist of the action film "The Substitute," who goes undercover as a high school teacher to combat crime and corruption.
  • A. Jon Shafer
    Jon Shafer is a video game designer best known as the lead designer of Sid Meier’s Civilization V.
  • B. John Lazzaro
    John Lazzaro is an electrical engineer and computer scientist known for his work in neuromorphic engineering and VLSI design, particularly in collaboration with Carver Mead’s research lineage.
  • C. Connor Schell
    Connor Schell is an American television and film producer best known for his work at ESPN, where he helped pioneer high-quality sports storytelling and documentary programming.
  • D. Jaime Murray
    Jaime Murray is a British actress best known for her roles in television series such as "Hustle," "Dexter," and "Warehouse 13."
  • E. Nathan Reed
    Nathan Reed is the brother of American actress and screenwriter Nikki Reed.
  • 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_69d87f204df88190a8f88923decf9835 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e23d2889688190ac04e4e9479cabf4 completed April 17, 2026, 2:01 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00079e83f08190a260751fd8b55eef completed May 10, 2026, 4:20 a.m.
NEDg Description generation batch_6a00089a498c819092685d13f975e7cd completed May 10, 2026, 4:24 a.m.
NED2 Entity disambiguation (via description) batch_6a0009042b288190b3a756354c04dfd3 completed May 10, 2026, 4:26 a.m.
Created at: April 10, 2026, 5:03 a.m.