Triple

T22797981
Position Surface form Disambiguated ID Type / Status
Subject Pretty Little Liars E564301 entity
Predicate mainCharacter P1183 FINISHED
Object Spencer Hastings
Spencer Hastings is a driven, intelligent, and perfectionist teen from the TV series "Pretty Little Liars," known for her sharp wit, academic ambition, and central role in unraveling the show's mysteries.
E1554718 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: Spencer Hastings | Statement: [Pretty Little Liars, mainCharacter, Spencer Hastings]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Spencer Hastings
Context triple: [Pretty Little Liars, mainCharacter, Spencer Hastings]
  • A. Eric Gilmore
    Eric Gilmore is a musician best known as a member of the alt-country band Whiskeytown.
  • B. Spencer Cassadine
    Spencer Cassadine is a fictional character from the soap opera "General Hospital," known as a wealthy, scheming heir of the powerful Cassadine family.
  • C. Quincy McCall
    Quincy McCall is a talented, ambitious basketball player whose evolving relationship with fellow athlete Monica Wright drives the romantic and competitive narrative of the film "Love & Basketball."
  • D. William Hathaway
    William Hathaway was a Democratic U.S. Senator and Representative from Maine who served in Congress during the 1960s and 1970s.
  • E. Niles Spencer
    Niles Spencer was an American painter associated with the Precisionist movement, known for his simplified, geometric depictions of industrial and urban landscapes.
  • 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: Spencer Hastings
Triple: [Pretty Little Liars, mainCharacter, Spencer Hastings]
Generated description
Spencer Hastings is a driven, intelligent, and perfectionist teen from the TV series "Pretty Little Liars," known for her sharp wit, academic ambition, and central role in unraveling the show's mysteries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Spencer Hastings
Target entity description: Spencer Hastings is a driven, intelligent, and perfectionist teen from the TV series "Pretty Little Liars," known for her sharp wit, academic ambition, and central role in unraveling the show's mysteries.
  • A. Eric Gilmore
    Eric Gilmore is a musician best known as a member of the alt-country band Whiskeytown.
  • B. Spencer Cassadine
    Spencer Cassadine is a fictional character from the soap opera "General Hospital," known as a wealthy, scheming heir of the powerful Cassadine family.
  • C. Quincy McCall
    Quincy McCall is a talented, ambitious basketball player whose evolving relationship with fellow athlete Monica Wright drives the romantic and competitive narrative of the film "Love & Basketball."
  • D. William Hathaway
    William Hathaway was a Democratic U.S. Senator and Representative from Maine who served in Congress during the 1960s and 1970s.
  • E. Niles Spencer
    Niles Spencer was an American painter associated with the Precisionist movement, known for his simplified, geometric depictions of industrial and urban landscapes.
  • 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.