Triple

T9205359
Position Surface form Disambiguated ID Type / Status
Subject Laura Shusterman E220961 entity
Predicate spouse P13 FINISHED
Object Michael Cohen
Michael Cohen is an American attorney and former personal lawyer to Donald Trump who became widely known for his role in various Trump-related legal controversies and subsequent cooperation with federal investigations.
 E28743 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: Michael Cohen | Statement: [Laura Shusterman, spouse, Michael Cohen]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Michael Cohen
Context triple: [Laura Shusterman, spouse, Michael Cohen]
  • A. Michael Cohen
    Michael Cohen is an American attorney and former personal lawyer and fixer for Donald Trump who later became a key witness in investigations into Trump's business and political activities.
  • B. Michael D. Cohen
    Michael D. Cohen was an American organizational theorist and professor known for his influential work on organizational decision-making and the "garbage can model" of organizational choice.
  • C. Michael F. Cohen
    Michael F. Cohen is a prominent computer graphics researcher recognized for his influential contributions to the field, including receiving the prestigious Steven A. Coons Award.
  • D. Roger Stone
    Roger Stone is an American political consultant, lobbyist, and strategist known for his long association with Republican campaigns and his role as a confidant of Donald Trump.
  • E. John W. Carlin
    John W. Carlin is an American politician and public official who served as Governor of Kansas before later becoming the Archivist of the United States.
  • 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: Michael Cohen
Triple: [Laura Shusterman, spouse, Michael Cohen]
Generated description
Michael Cohen is an American attorney and former personal lawyer to Donald Trump who became widely known for his role in various Trump-related legal controversies and subsequent cooperation with federal investigations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Michael Cohen
Target entity description: Michael Cohen is an American attorney and former personal lawyer to Donald Trump who became widely known for his role in various Trump-related legal controversies and subsequent cooperation with federal investigations.
  • A. Michael Cohen chosen
    Michael Cohen is an American attorney and former personal lawyer and fixer for Donald Trump who later became a key witness in investigations into Trump's business and political activities.
  • B. Michael D. Cohen
    Michael D. Cohen was an American organizational theorist and professor known for his influential work on organizational decision-making and the "garbage can model" of organizational choice.
  • C. Michael F. Cohen
    Michael F. Cohen is a prominent computer graphics researcher recognized for his influential contributions to the field, including receiving the prestigious Steven A. Coons Award.
  • D. Roger Stone
    Roger Stone is an American political consultant, lobbyist, and strategist known for his long association with Republican campaigns and his role as a confidant of Donald Trump.
  • E. John W. Carlin
    John W. Carlin is an American politician and public official who served as Governor of Kansas before later becoming the Archivist of the United States.
  • F. None of above.

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_69ca83e8e9248190862cf3e41693b310 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccd947a0a08190966f22a6207c9120 completed April 1, 2026, 8:37 a.m.
NED1 Entity disambiguation (via context triple) batch_69d065e09fbc81908159b386038b3d73 completed April 4, 2026, 1:14 a.m.
NEDg Description generation batch_69d0676ea53c81908b16dfce6810f6b0 completed April 4, 2026, 1:20 a.m.
NED2 Entity disambiguation (via description) batch_69d0684c1a108190bc7fdfdced16e24c completed April 4, 2026, 1:24 a.m.
Created at: March 30, 2026, 7:26 p.m.