Triple

T6872610
Position Surface form Disambiguated ID Type / Status
Subject Wallace Berman E158586 entity
Predicate spouse P13 FINISHED
Object Shirley Berman
Shirley Berman is best known as the wife and close collaborator of American assemblage artist Wallace Berman, participating in and supporting the mid-20th-century California avant-garde art scene.
E626274 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: Shirley Berman | Statement: [Wallace Berman, spouse, Shirley Berman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shirley Berman
Context triple: [Wallace Berman, spouse, Shirley Berman]
  • A. Ann Biderman
    Ann Biderman is an American screenwriter and television creator known for her work on crime dramas such as the film "Public Enemies" and the TV series "Southland" and "Ray Donovan."
  • B. Lisa Banes
    Lisa Banes was an American stage, film, and television actress known for her versatile character roles in productions such as "Gone Girl," "Cocktail," and numerous Broadway and TV appearances.
  • C. Ilene Chaiken
    Ilene Chaiken is an American television writer and producer best known as the creator of "The L Word" and a key creative force behind several high-profile drama series.
  • D. Sally Kornbluth
    Sally Kornbluth is an American cell biologist and academic leader who became the 18th president of the Massachusetts Institute of Technology.
  • E. Emma Berman
    Emma Berman is an American voice actress best known for voicing Giulia Marcovaldo in Pixar's animated film "Luca."
  • 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: Shirley Berman
Triple: [Wallace Berman, spouse, Shirley Berman]
Generated description
Shirley Berman is best known as the wife and close collaborator of American assemblage artist Wallace Berman, participating in and supporting the mid-20th-century California avant-garde art scene.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shirley Berman
Target entity description: Shirley Berman is best known as the wife and close collaborator of American assemblage artist Wallace Berman, participating in and supporting the mid-20th-century California avant-garde art scene.
  • A. Ann Biderman
    Ann Biderman is an American screenwriter and television creator known for her work on crime dramas such as the film "Public Enemies" and the TV series "Southland" and "Ray Donovan."
  • B. Lisa Banes
    Lisa Banes was an American stage, film, and television actress known for her versatile character roles in productions such as "Gone Girl," "Cocktail," and numerous Broadway and TV appearances.
  • C. Ilene Chaiken
    Ilene Chaiken is an American television writer and producer best known as the creator of "The L Word" and a key creative force behind several high-profile drama series.
  • D. Sally Kornbluth
    Sally Kornbluth is an American cell biologist and academic leader who became the 18th president of the Massachusetts Institute of Technology.
  • E. Emma Berman
    Emma Berman is an American voice actress best known for voicing Giulia Marcovaldo in Pixar's animated film "Luca."
  • 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_69c68832af1481908ce356e133ebaebe completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d8c73ea08190b6bb1463e7ead47b completed March 27, 2026, 7:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69c742af0df88190bb23b7495c279e08 completed March 28, 2026, 2:53 a.m.
NEDg Description generation batch_69c74340b8d08190a9875f9ba8cc9394 completed March 28, 2026, 2:56 a.m.
NED2 Entity disambiguation (via description) batch_69c7441d394081909545893c3e5db227 completed March 28, 2026, 2:59 a.m.
Created at: March 27, 2026, 2:22 p.m.