Triple

T874990
Position Surface form Disambiguated ID Type / Status
Subject Klaus Schwab E18896 entity
Predicate notableWork P4 FINISHED
Object COVID-19: The Great Reset
COVID-19: The Great Reset is a book by World Economic Forum founder Klaus Schwab that argues the COVID-19 pandemic is a catalyst to fundamentally reshape the global economy and society.
E103976 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: COVID-19: The Great Reset | Statement: [Klaus Schwab, notableWork, COVID-19: The Great Reset]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: COVID-19: The Great Reset
Context triple: [Klaus Schwab, notableWork, COVID-19: The Great Reset]
  • A. The Collapse of Globalism and the Reinvention of the World
    The Collapse of Globalism and the Reinvention of the World is a non-fiction book by Canadian philosopher John Ralston Saul that critiques economic globalization and explores emerging alternatives for organizing political and social life.
  • B. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • C. The Shock Doctrine
    The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
  • D. The Age of Spin
    The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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: COVID-19: The Great Reset
Triple: [Klaus Schwab, notableWork, COVID-19: The Great Reset]
Generated description
COVID-19: The Great Reset is a book by World Economic Forum founder Klaus Schwab that argues the COVID-19 pandemic is a catalyst to fundamentally reshape the global economy and society.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: COVID-19: The Great Reset
Target entity description: COVID-19: The Great Reset is a book by World Economic Forum founder Klaus Schwab that argues the COVID-19 pandemic is a catalyst to fundamentally reshape the global economy and society.
  • A. The Collapse of Globalism and the Reinvention of the World
    The Collapse of Globalism and the Reinvention of the World is a non-fiction book by Canadian philosopher John Ralston Saul that critiques economic globalization and explores emerging alternatives for organizing political and social life.
  • B. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • C. The Shock Doctrine
    The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
  • D. The Age of Spin
    The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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_69a4938db1f081909bcd1ad2713b6096 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4acae12948190923d31966c26a130 completed March 1, 2026, 9:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7b8520a008190a15bdb93e8ce2438 completed March 4, 2026, 4:42 a.m.
NEDg Description generation batch_69a7b9774df881908fbd4d1b54442cdc completed March 4, 2026, 4:47 a.m.
NED2 Entity disambiguation (via description) batch_69a7ba46a2ec8190892404cb1f259cf0 completed March 4, 2026, 4:51 a.m.
Created at: March 1, 2026, 7:39 p.m.