Triple

T12215455
Position Surface form Disambiguated ID Type / Status
Subject Luke Kleintank E291070 entity
Predicate characterInWork P12208 FINISHED
Object Travis Hobbs in Pretty Little Liars
Travis Hobbs is a recurring character on the teen mystery-drama series "Pretty Little Liars," known for being a kind, morally grounded love interest who becomes involved in the Liars’ investigations.
E969535 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: Travis Hobbs in Pretty Little Liars | Statement: [Luke Kleintank, characterInWork, Travis Hobbs in Pretty Little Liars]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Travis Hobbs in Pretty Little Liars
Context triple: [Luke Kleintank, characterInWork, Travis Hobbs in Pretty Little Liars]
  • A. Byron Montgomery in Pretty Little Liars
    Byron Montgomery in Pretty Little Liars is the English professor father of Aria and Mike Montgomery, whose affair and secretive behavior create major family and moral conflicts in the series.
  • B. Joshua Washington in Until Dawn
    Joshua Washington in Until Dawn is a central, psychologically complex character whose traumatic past and elaborate schemes drive much of the game's horror narrative.
  • C. character Travis Younger
    Travis Younger is the young son of Walter Lee and Ruth Younger in Lorraine Hansberry’s play "A Raisin in the Sun," symbolizing the family’s hopes for a better future.
  • D. Hartley Sawyer
    Hartley Sawyer is an American actor best known for playing Ralph Dibny, the Elongated Man, on the television series "The Flash."
  • E. Ethan Lewis in Euphoria
    Ethan Lewis in *Euphoria* is a kind-hearted, somewhat awkward high school student whose evolving relationship with Kat Hernandez highlights themes of insecurity, identity, and emotional maturity.
  • 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: Travis Hobbs in Pretty Little Liars
Triple: [Luke Kleintank, characterInWork, Travis Hobbs in Pretty Little Liars]
Generated description
Travis Hobbs is a recurring character on the teen mystery-drama series "Pretty Little Liars," known for being a kind, morally grounded love interest who becomes involved in the Liars’ investigations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Travis Hobbs in Pretty Little Liars
Target entity description: Travis Hobbs is a recurring character on the teen mystery-drama series "Pretty Little Liars," known for being a kind, morally grounded love interest who becomes involved in the Liars’ investigations.
  • A. Byron Montgomery in Pretty Little Liars
    Byron Montgomery in Pretty Little Liars is the English professor father of Aria and Mike Montgomery, whose affair and secretive behavior create major family and moral conflicts in the series.
  • B. Joshua Washington in Until Dawn
    Joshua Washington in Until Dawn is a central, psychologically complex character whose traumatic past and elaborate schemes drive much of the game's horror narrative.
  • C. character Travis Younger
    Travis Younger is the young son of Walter Lee and Ruth Younger in Lorraine Hansberry’s play "A Raisin in the Sun," symbolizing the family’s hopes for a better future.
  • D. Hartley Sawyer
    Hartley Sawyer is an American actor best known for playing Ralph Dibny, the Elongated Man, on the television series "The Flash."
  • E. Ethan Lewis in Euphoria
    Ethan Lewis in *Euphoria* is a kind-hearted, somewhat awkward high school student whose evolving relationship with Kat Hernandez highlights themes of insecurity, identity, and emotional maturity.
  • 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_69d6ab65923081909acfc61b7a612233 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91c931cec819083ca19be06a33e1c completed April 10, 2026, 3:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f60aa13f64819096dc23295a6f0cdb completed May 2, 2026, 2:30 p.m.
NEDg Description generation batch_69f60bdca250819090b4b4cc84d343f4 completed May 2, 2026, 2:36 p.m.
NED2 Entity disambiguation (via description) batch_69f60cd51d34819099927fee476958ea completed May 2, 2026, 2:40 p.m.
Created at: April 8, 2026, 9:51 p.m.