Triple

T16161629
Position Surface form Disambiguated ID Type / Status
Subject Leo (2023 film) E392192 entity
Predicate writer P1360 FINISHED
Object Paul Sado
Paul Sado is a screenwriter and filmmaker known for co-writing the 2023 film "Leo" and collaborating on various character-driven drama and comedy projects.
E1199801 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: Paul Sado | Statement: [Leo (2023 film), writer, Paul Sado]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paul Sado
Context triple: [Leo (2023 film), writer, Paul Sado]
  • A. Paul Sado
    Paul Sado is a screenwriter known for co-writing the Adam Sandler comedy film "Sandy Wexler."
  • B. Jerry Brudos
    Jerry Brudos was an American serial killer active in the late 1960s, known for murdering women in Oregon and for his fetishistic crimes involving women's shoes and clothing.
  • C. Adam Sors
    Adam Sors is the central protagonist of the historical drama film "Sunshine," whose life and family saga trace the turbulent political and social upheavals of 20th-century Hungary.
  • D. Adrian Niman
    Adrian Niman is a chef and restaurateur best known as the founder of the Toronto-based catering company The Food Dudes.
  • E. Stephen Rojack
    Stephen Rojack is the psychologically tormented, war-hero-turned-TV-personality at the center of Norman Mailer’s novel "An American Dream," whose violent actions and moral unraveling drive the book’s exploration of guilt, power, and existential crisis.
  • 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: Paul Sado
Triple: [Leo (2023 film), writer, Paul Sado]
Generated description
Paul Sado is a screenwriter and filmmaker known for co-writing the 2023 film "Leo" and collaborating on various character-driven drama and comedy projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paul Sado
Target entity description: Paul Sado is a screenwriter and filmmaker known for co-writing the 2023 film "Leo" and collaborating on various character-driven drama and comedy projects.
  • A. Paul Sado
    Paul Sado is a screenwriter known for co-writing the Adam Sandler comedy film "Sandy Wexler."
  • B. Jerry Brudos
    Jerry Brudos was an American serial killer active in the late 1960s, known for murdering women in Oregon and for his fetishistic crimes involving women's shoes and clothing.
  • C. Adam Sors
    Adam Sors is the central protagonist of the historical drama film "Sunshine," whose life and family saga trace the turbulent political and social upheavals of 20th-century Hungary.
  • D. Adrian Niman
    Adrian Niman is a chef and restaurateur best known as the founder of the Toronto-based catering company The Food Dudes.
  • E. Stephen Rojack
    Stephen Rojack is the psychologically tormented, war-hero-turned-TV-personality at the center of Norman Mailer’s novel "An American Dream," whose violent actions and moral unraveling drive the book’s exploration of guilt, power, and existential crisis.
  • 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_69d87f1d32208190942e4e499a80c18c completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e21e5ffba88190b9dc7bb9afb6fdf2 completed April 17, 2026, 11:49 a.m.
NED1 Entity disambiguation (via context triple) batch_69fffef96a088190a1c1728288a9c4ef completed May 10, 2026, 3:43 a.m.
NEDg Description generation batch_6a000314d288819099ca1e95124e2c12 completed May 10, 2026, 4:01 a.m.
NED2 Entity disambiguation (via description) batch_6a0004568ca08190bac451cf334ceac1 completed May 10, 2026, 4:06 a.m.
Created at: April 10, 2026, 5:02 a.m.