Triple

T21380637
Position Surface form Disambiguated ID Type / Status
Subject Giorgia Whigham E527342 entity
Predicate notableRole P22 FINISHED
Object Amy Bendix in The Punisher
Amy Bendix in *The Punisher* is a street-smart teenage grifter who becomes a key ally and surrogate daughter figure to Frank Castle in the Marvel/Netflix series.
E1481087 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: Amy Bendix in The Punisher | Statement: [Giorgia Whigham, notableRole, Amy Bendix in The Punisher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amy Bendix in The Punisher
Context triple: [Giorgia Whigham, notableRole, Amy Bendix in The Punisher]
  • A. Valerie Masterson
    Valerie Masterson is an English operatic soprano renowned for her performances in Mozart and Handel roles, particularly with the English National Opera during the late 20th century.
  • B. Kelli Giddish
    Kelli Giddish is an American actress best known for her role as Detective Amanda Rollins on the television series "Law & Order: Special Victims Unit."
  • C. Elizabeth Marvel
    Elizabeth Marvel is an American actress known for her versatile performances in film, television, and theater, including prominent roles in series like Homeland and House of Cards.
  • D. Sharon Maguire
    Sharon Maguire is a British film director best known for helming the hit romantic comedy "Bridget Jones’s Diary."
  • E. Maura West
    Maura West is an American actress best known for her long-running, Emmy-winning work in daytime soap operas.
  • 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: Amy Bendix in The Punisher
Triple: [Giorgia Whigham, notableRole, Amy Bendix in The Punisher]
Generated description
Amy Bendix in *The Punisher* is a street-smart teenage grifter who becomes a key ally and surrogate daughter figure to Frank Castle in the Marvel/Netflix series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amy Bendix in The Punisher
Target entity description: Amy Bendix in *The Punisher* is a street-smart teenage grifter who becomes a key ally and surrogate daughter figure to Frank Castle in the Marvel/Netflix series.
  • A. Valerie Masterson
    Valerie Masterson is an English operatic soprano renowned for her performances in Mozart and Handel roles, particularly with the English National Opera during the late 20th century.
  • B. Kelli Giddish
    Kelli Giddish is an American actress best known for her role as Detective Amanda Rollins on the television series "Law & Order: Special Victims Unit."
  • C. Elizabeth Marvel
    Elizabeth Marvel is an American actress known for her versatile performances in film, television, and theater, including prominent roles in series like Homeland and House of Cards.
  • D. Sharon Maguire
    Sharon Maguire is a British film director best known for helming the hit romantic comedy "Bridget Jones’s Diary."
  • E. Maura West
    Maura West is an American actress best known for her long-running, Emmy-winning work in daytime soap operas.
  • 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_69e0b51f363c8190944000ab5523b02b completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e8b0cdab8c8190a7eebe6e5961ee75 completed April 22, 2026, 11:28 a.m.
NED1 Entity disambiguation (via context triple) batch_6a09b42473b08190b0cf48ed71c09de4 completed May 17, 2026, 12:27 p.m.
NEDg Description generation batch_6a09b494bc348190b72a5e862b74711a completed May 17, 2026, 12:29 p.m.
NED2 Entity disambiguation (via description) batch_6a09b60be86c8190ba4e0890da8dadb1 completed May 17, 2026, 12:35 p.m.
Created at: April 16, 2026, 5:11 p.m.