Triple

T2849567
Position Surface form Disambiguated ID Type / Status
Subject Wharton School of the University of Pennsylvania E63058 entity
Predicate hasAlumnus P51 FINISHED
Object Nassim Nicholas Taleb
Nassim Nicholas Taleb is a Lebanese-American scholar, statistician, and former options trader best known for his work on probability, risk, and uncertainty, including the influential book "The Black Swan."
E302962 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: Nassim Nicholas Taleb | Statement: [Wharton School of the University of Pennsylvania, hasAlumnus, Nassim Nicholas Taleb]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nassim Nicholas Taleb
Context triple: [Wharton School of the University of Pennsylvania, hasAlumnus, Nassim Nicholas Taleb]
  • A. Nouriel Roubini
    Nouriel Roubini is an Iranian-American economist and New York University professor known for accurately predicting the 2008 global financial crisis and for his often pessimistic macroeconomic forecasts.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • D. Fischer Black
    Fischer Black was an American economist and financial theorist best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern quantitative finance.
  • E. Ben Mezrich
    Ben Mezrich is an American author best known for writing nonfiction books about high-stakes gambling, technology, and finance, including the work that inspired the film "The Social Network."
  • 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: Nassim Nicholas Taleb
Triple: [Wharton School of the University of Pennsylvania, hasAlumnus, Nassim Nicholas Taleb]
Generated description
Nassim Nicholas Taleb is a Lebanese-American scholar, statistician, and former options trader best known for his work on probability, risk, and uncertainty, including the influential book "The Black Swan."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nassim Nicholas Taleb
Target entity description: Nassim Nicholas Taleb is a Lebanese-American scholar, statistician, and former options trader best known for his work on probability, risk, and uncertainty, including the influential book "The Black Swan."
  • A. Nouriel Roubini
    Nouriel Roubini is an Iranian-American economist and New York University professor known for accurately predicting the 2008 global financial crisis and for his often pessimistic macroeconomic forecasts.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • D. Fischer Black
    Fischer Black was an American economist and financial theorist best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern quantitative finance.
  • E. Ben Mezrich
    Ben Mezrich is an American author best known for writing nonfiction books about high-stakes gambling, technology, and finance, including the work that inspired the film "The Social Network."
  • 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_69ab4c407c408190857d25e027155ce9 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdf41ac24819087c5b72e3b84117c completed March 7, 2026, 8:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69afe8df46c881909a5f0d1d0eef9a42 completed March 10, 2026, 9:48 a.m.
NEDg Description generation batch_69afe948ba148190a88126df32f16be2 completed March 10, 2026, 9:50 a.m.
NED2 Entity disambiguation (via description) batch_69b0018170908190976f849380841b17 completed March 10, 2026, 11:33 a.m.
Created at: March 6, 2026, 10:02 p.m.