Triple

T4542659
Position Surface form Disambiguated ID Type / Status
Subject Emma Bloomberg E107570 entity
Predicate spouse P13 FINISHED
Object Christopher Frissora
Christopher Frissora is known as the husband of businesswoman and philanthropist Emma Bloomberg, daughter of former New York City mayor Michael Bloomberg.
E488062 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: Christopher Frissora | Statement: [Emma Bloomberg, spouse, Christopher Frissora]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Christopher Frissora
Context triple: [Emma Bloomberg, spouse, Christopher Frissora]
  • A. Louis Fraina
    Louis Fraina was an Italian-born American Marxist theorist and political activist who was a key early leader in the U.S. communist movement.
  • B. Anthony Rossomando
    Anthony Rossomando is an American musician and songwriter best known for co-writing the hit song "Shallow" from the 2018 film *A Star Is Born*.
  • C. Roger de Lauria
    Roger de Lauria was a renowned 13th-century admiral of the Crown of Aragon, celebrated for his decisive naval victories in the Mediterranean during the War of the Sicilian Vespers.
  • D. Robert Frasca
    Robert Frasca was an American architect known for his influential urban and civic designs, particularly in the Pacific Northwest.
  • E. Michael Bonfiglio
    Michael Bonfiglio is an American filmmaker and documentarian known for directing high-profile nonfiction projects, including the HBO documentary series "George Carlin's American Dream."
  • 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: Christopher Frissora
Triple: [Emma Bloomberg, spouse, Christopher Frissora]
Generated description
Christopher Frissora is known as the husband of businesswoman and philanthropist Emma Bloomberg, daughter of former New York City mayor Michael Bloomberg.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Christopher Frissora
Target entity description: Christopher Frissora is known as the husband of businesswoman and philanthropist Emma Bloomberg, daughter of former New York City mayor Michael Bloomberg.
  • A. Louis Fraina
    Louis Fraina was an Italian-born American Marxist theorist and political activist who was a key early leader in the U.S. communist movement.
  • B. Anthony Rossomando
    Anthony Rossomando is an American musician and songwriter best known for co-writing the hit song "Shallow" from the 2018 film *A Star Is Born*.
  • C. Roger de Lauria
    Roger de Lauria was a renowned 13th-century admiral of the Crown of Aragon, celebrated for his decisive naval victories in the Mediterranean during the War of the Sicilian Vespers.
  • D. Robert Frasca
    Robert Frasca was an American architect known for his influential urban and civic designs, particularly in the Pacific Northwest.
  • E. Michael Bonfiglio
    Michael Bonfiglio is an American filmmaker and documentarian known for directing high-profile nonfiction projects, including the HBO documentary series "George Carlin's American Dream."
  • 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_69bd43f922788190b7edfa294e39b178 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd57d3be988190bf118c4a87415613 completed March 20, 2026, 2:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69be9c36bfb081908d02a52c6e3affa1 completed March 21, 2026, 1:25 p.m.
NEDg Description generation batch_69be9e2508bc81909f24dd56e01d83fa completed March 21, 2026, 1:33 p.m.
NED2 Entity disambiguation (via description) batch_69be9e9b2d5c81908df67c69e7e96619 completed March 21, 2026, 1:35 p.m.
Created at: March 20, 2026, 1:04 p.m.