Triple

T7226686
Position Surface form Disambiguated ID Type / Status
Subject Schiff E154797 entity
Predicate hasNotableBearer P458 FINISHED
Object Peter Schiff
Peter Schiff is an American stock broker, financial commentator, and author known for his bearish views on the U.S. economy and his accurate prediction of the 2008 financial crisis.
E650089 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: Peter Schiff | Statement: [Schiff, hasNotableBearer, Peter Schiff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Peter Schiff
Context triple: [Schiff, hasNotableBearer, Peter Schiff]
  • A. Michael Mauldin
    Michael Mauldin is an American music executive and talent manager known for his influential role in the development of contemporary R&B and hip-hop artists.
  • B. 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.
  • C. Walter Block
    Walter Block is an American Austrian School economist and libertarian theorist known for his radical defense of free markets and controversial positions on issues such as privatization and individual rights.
  • D. 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.
  • E. Paul Tudor Jones
    Paul Tudor Jones is an American billionaire hedge fund manager, philanthropist, and founder of Tudor Investment Corporation, known for his macro trading and for predicting the 1987 stock market crash.
  • 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: Peter Schiff
Triple: [Schiff, hasNotableBearer, Peter Schiff]
Generated description
Peter Schiff is an American stock broker, financial commentator, and author known for his bearish views on the U.S. economy and his accurate prediction of the 2008 financial crisis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Peter Schiff
Target entity description: Peter Schiff is an American stock broker, financial commentator, and author known for his bearish views on the U.S. economy and his accurate prediction of the 2008 financial crisis.
  • A. Michael Mauldin
    Michael Mauldin is an American music executive and talent manager known for his influential role in the development of contemporary R&B and hip-hop artists.
  • B. 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.
  • C. Walter Block
    Walter Block is an American Austrian School economist and libertarian theorist known for his radical defense of free markets and controversial positions on issues such as privatization and individual rights.
  • D. 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.
  • E. Paul Tudor Jones
    Paul Tudor Jones is an American billionaire hedge fund manager, philanthropist, and founder of Tudor Investment Corporation, known for his macro trading and for predicting the 1987 stock market crash.
  • 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_69c68811dd1c8190ac460bb39e64e1f0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6e9de21e081908f30700f6211c5ef completed March 27, 2026, 8:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7cc17a3788190842a852fb4b96185 completed March 28, 2026, 12:39 p.m.
NEDg Description generation batch_69c7cccdde308190a02c6892f61025e2 completed March 28, 2026, 12:42 p.m.
NED2 Entity disambiguation (via description) batch_69c7cd7e891c8190a6a82227addac434 completed March 28, 2026, 12:45 p.m.
Created at: March 27, 2026, 2:54 p.m.