Triple

T22797992
Position Surface form Disambiguated ID Type / Status
Subject Pretty Little Liars E564301 entity
Predicate portraysCharacter P1668 FINISHED
Object Ian Harding as Ezra Fitz
Ian Harding as Ezra Fitz refers to the actor’s portrayal of the enigmatic English teacher and love interest character Ezra Fitz in the television series "Pretty Little Liars."
E1554726 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: Ian Harding as Ezra Fitz | Statement: [Pretty Little Liars, portraysCharacter, Ian Harding as Ezra Fitz]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ian Harding as Ezra Fitz
Context triple: [Pretty Little Liars, portraysCharacter, Ian Harding as Ezra Fitz]
  • A. Jason Fitz
    Jason Fitz is an American sports broadcaster and former country musician best known for his work as an ESPN radio and digital host.
  • B. Ethan Lovett
    Ethan Lovett is a fictional character from the soap opera "General Hospital," known as the charming and roguish son of legendary character Luke Spencer.
  • C. Louis Mandylor as Elliot Tenney
    Louis Mandylor as Elliot Tenney is a character portrayed by actor Louis Mandylor in the American sitcom "Can't Hurry Love."
  • D. Jake FitzSimons
    Jake FitzSimons is the son of Australian television presenter and journalist Lisa Wilkinson.
  • E. Chuck Garric
    Chuck Garric is an American rock bassist best known for his long-time work with Alice Cooper and involvement in various hard rock and metal bands.
  • 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: Ian Harding as Ezra Fitz
Triple: [Pretty Little Liars, portraysCharacter, Ian Harding as Ezra Fitz]
Generated description
Ian Harding as Ezra Fitz refers to the actor’s portrayal of the enigmatic English teacher and love interest character Ezra Fitz in the television series "Pretty Little Liars."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ian Harding as Ezra Fitz
Target entity description: Ian Harding as Ezra Fitz refers to the actor’s portrayal of the enigmatic English teacher and love interest character Ezra Fitz in the television series "Pretty Little Liars."
  • A. Jason Fitz
    Jason Fitz is an American sports broadcaster and former country musician best known for his work as an ESPN radio and digital host.
  • B. Ethan Lovett
    Ethan Lovett is a fictional character from the soap opera "General Hospital," known as the charming and roguish son of legendary character Luke Spencer.
  • C. Louis Mandylor as Elliot Tenney
    Louis Mandylor as Elliot Tenney is a character portrayed by actor Louis Mandylor in the American sitcom "Can't Hurry Love."
  • D. Jake FitzSimons
    Jake FitzSimons is the son of Australian television presenter and journalist Lisa Wilkinson.
  • E. Chuck Garric
    Chuck Garric is an American rock bassist best known for his long-time work with Alice Cooper and involvement in various hard rock and metal bands.
  • 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.