Triple

T22797994
Position Surface form Disambiguated ID Type / Status
Subject Pretty Little Liars E564301 entity
Predicate portraysCharacter P1668 FINISHED
Object Tyler Blackburn as Caleb Rivers
Tyler Blackburn as Caleb Rivers refers to the actor’s portrayal of the tech-savvy, brooding love interest and hacker Caleb Rivers on the teen mystery-drama series Pretty Little Liars.
E1554727 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: Tyler Blackburn as Caleb Rivers | Statement: [Pretty Little Liars, portraysCharacter, Tyler Blackburn as Caleb Rivers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tyler Blackburn as Caleb Rivers
Context triple: [Pretty Little Liars, portraysCharacter, Tyler Blackburn as Caleb Rivers]
  • A. Caleb Garth
    Caleb Garth is a hardworking, honest land agent and family man in George Eliot’s novel "Middlemarch," known for his integrity and practical wisdom.
  • B. Caleb Jackson
    Caleb Jackson is known primarily as the son of American actor and activist Jonathan Jackson.
  • C. Caleb Lyon
    Caleb Lyon was a 19th-century American politician and designer best known for creating the Great Seal of the State of California.
  • D. Caleb Temple
    Caleb Temple is a fictional character from the television series "American Gothic," portrayed as a troubled young boy entangled in dark supernatural and moral conflicts in his small Southern town.
  • E. Caleb Holloway
    Caleb Holloway is a real-life floorhand and survivor of the 2010 Deepwater Horizon oil rig disaster, portrayed as a central character in the film "Deepwater Horizon."
  • 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: Tyler Blackburn as Caleb Rivers
Triple: [Pretty Little Liars, portraysCharacter, Tyler Blackburn as Caleb Rivers]
Generated description
Tyler Blackburn as Caleb Rivers refers to the actor’s portrayal of the tech-savvy, brooding love interest and hacker Caleb Rivers on the teen mystery-drama series Pretty Little Liars.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tyler Blackburn as Caleb Rivers
Target entity description: Tyler Blackburn as Caleb Rivers refers to the actor’s portrayal of the tech-savvy, brooding love interest and hacker Caleb Rivers on the teen mystery-drama series Pretty Little Liars.
  • A. Caleb Garth
    Caleb Garth is a hardworking, honest land agent and family man in George Eliot’s novel "Middlemarch," known for his integrity and practical wisdom.
  • B. Caleb Jackson
    Caleb Jackson is known primarily as the son of American actor and activist Jonathan Jackson.
  • C. Caleb Lyon
    Caleb Lyon was a 19th-century American politician and designer best known for creating the Great Seal of the State of California.
  • D. Caleb Temple
    Caleb Temple is a fictional character from the television series "American Gothic," portrayed as a troubled young boy entangled in dark supernatural and moral conflicts in his small Southern town.
  • E. Caleb Holloway
    Caleb Holloway is a real-life floorhand and survivor of the 2010 Deepwater Horizon oil rig disaster, portrayed as a central character in the film "Deepwater Horizon."
  • 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_69e2458185f88190b0045227ee420411 completed April 17, 2026, 2:36 p.m.
NER Named-entity recognition batch_69f17cda76448190891c5190e1d75ae0 completed April 29, 2026, 3:36 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b9e977a888190a629b61b37853016 completed May 18, 2026, 11:19 p.m.
NEDg Description generation batch_6a0b9f8d55408190954f97b4504b5451 completed May 18, 2026, 11:23 p.m.
NED2 Entity disambiguation (via description) batch_6a0ba00135f88190a10c12118e48f7cc completed May 18, 2026, 11:25 p.m.
Created at: April 17, 2026, 3:30 p.m.