Triple

T18807477

Position	Surface form	Disambiguated ID	Type / Status
Subject	Forum Publishing	`E459915`	entity
Predicate	hasAuthorPublished	`P44842`	FINISHED
Object	Thierry Malleret (inferred, via "COVID-19: The Great Reset") Thierry Malleret is a French economist and author best known as the co-author of "COVID-19: The Great Reset," which analyzes the global economic and societal implications of the COVID-19 pandemic.	`E1344459`	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: Thierry Malleret (inferred, via "COVID-19: The Great Reset") | Statement: [Forum Publishing, hasAuthorPublished, Thierry Malleret (inferred, via "COVID-19: The Great Reset")]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Thierry Malleret (inferred, via "COVID-19: The Great Reset")
Context triple: [Forum Publishing, hasAuthorPublished, Thierry Malleret (inferred, via "COVID-19: The Great Reset")]

A. 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.
B. De Corona
De Corona is an early Christian apologetic work, traditionally attributed to Tertullian, that discusses the practices and obligations of Christian soldiers.
C. Fulgens Corona
Fulgens Corona is a 1953 encyclical of Pope Pius XII commemorating the centenary of the dogma of the Immaculate Conception and promoting devotion to the Virgin Mary.
D. The Real Anthony Fauci
"The Real Anthony Fauci" is a controversial book by Robert F. Kennedy Jr. that accuses Dr. Anthony Fauci and public health agencies of corruption and misconduct in managing infectious diseases and vaccines.
E. New World Order
The New World Order was a post–Cold War vision promoted in the early 1990s for a U.S.-led international system emphasizing collective security, multilateral cooperation, and the spread of liberal democracy and free markets.
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: Thierry Malleret (inferred, via "COVID-19: The Great Reset")
Triple: [Forum Publishing, hasAuthorPublished, Thierry Malleret (inferred, via "COVID-19: The Great Reset")]

Generated description

Thierry Malleret is a French economist and author best known as the co-author of "COVID-19: The Great Reset," which analyzes the global economic and societal implications of the COVID-19 pandemic.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Thierry Malleret (inferred, via "COVID-19: The Great Reset")
Target entity description: Thierry Malleret is a French economist and author best known as the co-author of "COVID-19: The Great Reset," which analyzes the global economic and societal implications of the COVID-19 pandemic.

A. 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.
B. De Corona
De Corona is an early Christian apologetic work, traditionally attributed to Tertullian, that discusses the practices and obligations of Christian soldiers.
C. Fulgens Corona
Fulgens Corona is a 1953 encyclical of Pope Pius XII commemorating the centenary of the dogma of the Immaculate Conception and promoting devotion to the Virgin Mary.
D. The Real Anthony Fauci
"The Real Anthony Fauci" is a controversial book by Robert F. Kennedy Jr. that accuses Dr. Anthony Fauci and public health agencies of corruption and misconduct in managing infectious diseases and vaccines.
E. New World Order
The New World Order was a post–Cold War vision promoted in the early 1990s for a U.S.-led international system emphasizing collective security, multilateral cooperation, and the spread of liberal democracy and free markets.
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_69d8d398c7d4819091cb2f7e48948aeb`	completed	April 10, 2026, 10:40 a.m.
NER	Named-entity recognition	`batch_69e5a3d8ab9c819097834eac798ce810`	completed	April 20, 2026, 3:56 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a055bbec00c8190962dddaf08bb1c5d`	completed	May 14, 2026, 5:21 a.m.
NEDg	Description generation	`batch_6a055f9b560c81909fcc83ffb8fc7498`	completed	May 14, 2026, 5:37 a.m.
NED2	Entity disambiguation (via description)	`batch_6a05605e78088190ae2fc8189007d6dc`	completed	May 14, 2026, 5:40 a.m.

Created at: April 10, 2026, 11:53 a.m.