Triple

T6814382
Position Surface form Disambiguated ID Type / Status
Subject Chad Lowe E156714 entity
Predicate directed P7373 FINISHED
Object episodes of Pretty Little Liars
Episodes of Pretty Little Liars are installments of the popular teen mystery-drama television series that follow a group of friends entangled in dark secrets, blackmail, and suspenseful twists in the town of Rosewood.
 E564301 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: episodes of Pretty Little Liars | Statement: [Chad Lowe, directed, episodes of Pretty Little Liars]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: episodes of Pretty Little Liars
Context triple: [Chad Lowe, directed, episodes of Pretty Little Liars]
  • A. Pretty Little Liars
    Pretty Little Liars is a popular teen mystery-drama television series centered on a group of high school girls whose lives unravel after the disappearance of their friend and the emergence of a mysterious tormentor known as "A."
  • B. EP "Melrose"
    EP "Melrose" is a music release by Northern Irish singer-songwriter Foy Vance, showcasing his soulful, folk-influenced songwriting and emotive vocal style.
  • C. Gossip Girl (in some CW schedules)
    Gossip Girl (in some CW schedules) refers to the CW teen drama series "Gossip Girl" as it appeared in certain network programming lineups, specifically in time slots immediately before "Hart of Dixie."
  • D. The Vampire Diaries
    The Vampire Diaries is a supernatural drama television series centered on vampires, romance, and small-town mysteries, based on L.J. Smith’s book series and originally aired on The CW.
  • E. The Secret Life of the American Teenager
    The Secret Life of the American Teenager is an ABC Family teen drama series that follows the complicated personal, social, and family consequences of a high school girl's unexpected pregnancy.
  • 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: episodes of Pretty Little Liars
Triple: [Chad Lowe, directed, episodes of Pretty Little Liars]
Generated description
Episodes of Pretty Little Liars are installments of the popular teen mystery-drama television series that follow a group of friends entangled in dark secrets, blackmail, and suspenseful twists in the town of Rosewood.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: episodes of Pretty Little Liars
Target entity description: Episodes of Pretty Little Liars are installments of the popular teen mystery-drama television series that follow a group of friends entangled in dark secrets, blackmail, and suspenseful twists in the town of Rosewood.
  • A. Pretty Little Liars chosen
    Pretty Little Liars is a popular teen mystery-drama television series centered on a group of high school girls whose lives unravel after the disappearance of their friend and the emergence of a mysterious tormentor known as "A."
  • B. EP "Melrose"
    EP "Melrose" is a music release by Northern Irish singer-songwriter Foy Vance, showcasing his soulful, folk-influenced songwriting and emotive vocal style.
  • C. Gossip Girl (in some CW schedules)
    Gossip Girl (in some CW schedules) refers to the CW teen drama series "Gossip Girl" as it appeared in certain network programming lineups, specifically in time slots immediately before "Hart of Dixie."
  • D. The Vampire Diaries
    The Vampire Diaries is a supernatural drama television series centered on vampires, romance, and small-town mysteries, based on L.J. Smith’s book series and originally aired on The CW.
  • E. The Secret Life of the American Teenager
    The Secret Life of the American Teenager is an ABC Family teen drama series that follows the complicated personal, social, and family consequences of a high school girl's unexpected pregnancy.
  • F. None of above.

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_69c68828b26c819090fe9df7612bbc27 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d32c40508190932718a649fc1417 completed March 27, 2026, 6:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69c723dd82048190969754b388a76913 completed March 28, 2026, 12:42 a.m.
NEDg Description generation batch_69c724d740588190a4ed1aa532ee7335 completed March 28, 2026, 12:46 a.m.
NED2 Entity disambiguation (via description) batch_69c725aedfd0819097ae603cc49ff9a8 completed March 28, 2026, 12:49 a.m.
Created at: March 27, 2026, 2:17 p.m.