Triple

T16580428
Position Surface form Disambiguated ID Type / Status
Subject Happy Valley E402812 entity
Predicate character P662 FINISHED
Object Joanne Hepworth
Joanne Hepworth is a minor character in the British crime drama television series "Happy Valley."
E1221524 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: Joanne Hepworth | Statement: [Happy Valley, character, Joanne Hepworth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Joanne Hepworth
Context triple: [Happy Valley, character, Joanne Hepworth]
  • A. Joyanne Herbert
    Joyanne Herbert is best known as the wife of American actor and comedian George Lindsey, who famously portrayed Goober Pyle on "The Andy Griffith Show."
  • B. Julie Neville
    Julie Neville is a British businesswoman and nutrition expert best known as the wife of former footballer and coach Phil Neville.
  • C. Margaret Sayers Peden
    Margaret Sayers Peden was a prominent American translator renowned for bringing major works of Latin American literature, including those of Isabel Allende, into English.
  • D. Gillian Redfearn
    Gillian Redfearn is a prominent British science fiction and fantasy editor and publishing director, recognized for her influential work in genre publishing.
  • E. Lesley Ashton
    Lesley Ashton is known as the spouse of acclaimed British film director Ken Loach.
  • 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: Joanne Hepworth
Triple: [Happy Valley, character, Joanne Hepworth]
Generated description
Joanne Hepworth is a minor character in the British crime drama television series "Happy Valley."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Joanne Hepworth
Target entity description: Joanne Hepworth is a minor character in the British crime drama television series "Happy Valley."
  • A. Joyanne Herbert
    Joyanne Herbert is best known as the wife of American actor and comedian George Lindsey, who famously portrayed Goober Pyle on "The Andy Griffith Show."
  • B. Julie Neville
    Julie Neville is a British businesswoman and nutrition expert best known as the wife of former footballer and coach Phil Neville.
  • C. Margaret Sayers Peden
    Margaret Sayers Peden was a prominent American translator renowned for bringing major works of Latin American literature, including those of Isabel Allende, into English.
  • D. Gillian Redfearn
    Gillian Redfearn is a prominent British science fiction and fantasy editor and publishing director, recognized for her influential work in genre publishing.
  • E. Lesley Ashton
    Lesley Ashton is known as the spouse of acclaimed British film director Ken Loach.
  • 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_69d88387363c8190a97a0c942130de97 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e35960834c819080eed0c9f32b881d completed April 18, 2026, 10:13 a.m.
NED1 Entity disambiguation (via context triple) batch_6a006ef0bc4c8190b06b03c06d344abf completed May 10, 2026, 11:41 a.m.
NEDg Description generation batch_6a006ff5bdb88190be90d7446e24b61f completed May 10, 2026, 11:45 a.m.
NED2 Entity disambiguation (via description) batch_6a007088fd988190b3dfef081769d03e completed May 10, 2026, 11:48 a.m.
Created at: April 10, 2026, 5:16 a.m.