Triple

T277107

Position	Surface form	Disambiguated ID	Type / Status
Subject	Herbert Marcuse	`E5273`	entity
Predicate	movement	`P81`	FINISHED
Object	Frankfurt School The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.	`E36051`	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: Frankfurt School | Statement: [Herbert Marcuse, movement, Frankfurt School]

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

Target entity: Frankfurt School
Context triple: [Herbert Marcuse, movement, Frankfurt School]

A. Vienna University of Economics and Business
Vienna University of Economics and Business is a leading Austrian public university in Vienna specializing in business, economics, and social sciences, known for its large international student body and modern campus.
B. Humboldt University of Berlin
Humboldt University of Berlin is a prestigious public research university in Germany’s capital, renowned for its historic contributions to science and the humanities and for pioneering the modern research university model.
C. University of Bonn
The University of Bonn is a major public research university in Bonn, Germany, renowned for its strong programs in the humanities and sciences and its long tradition of scholarly excellence.
D. London School of Economics
The London School of Economics is a prestigious London-based university renowned worldwide for its teaching and research in economics, politics, law, and the social sciences.
E. University of Frankfurt (Oder)
The University of Frankfurt (Oder), historically known as the Alma Mater Viadrina, was a prominent early modern German university in Brandenburg that educated notable figures such as Wilhelm von Humboldt.
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: Frankfurt School
Triple: [Herbert Marcuse, movement, Frankfurt School]

Generated description

The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.

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

Target entity: Frankfurt School
Target entity description: The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.

A. Vienna University of Economics and Business
Vienna University of Economics and Business is a leading Austrian public university in Vienna specializing in business, economics, and social sciences, known for its large international student body and modern campus.
B. Humboldt University of Berlin
Humboldt University of Berlin is a prestigious public research university in Germany’s capital, renowned for its historic contributions to science and the humanities and for pioneering the modern research university model.
C. University of Bonn
The University of Bonn is a major public research university in Bonn, Germany, renowned for its strong programs in the humanities and sciences and its long tradition of scholarly excellence.
D. London School of Economics
The London School of Economics is a prestigious London-based university renowned worldwide for its teaching and research in economics, politics, law, and the social sciences.
E. University of Frankfurt (Oder)
The University of Frankfurt (Oder), historically known as the Alma Mater Viadrina, was a prominent early modern German university in Brandenburg that educated notable figures such as Wilhelm von Humboldt.
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_69a257e6c8788190987dfe705ca2912a`	completed	Feb. 28, 2026, 2:50 a.m.
NER	Named-entity recognition	`batch_69a25ded68c88190b1fc595ce329aeb9`	completed	Feb. 28, 2026, 3:15 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69a391525a7081909166884a8ea47ace`	completed	March 1, 2026, 1:07 a.m.
NEDg	Description generation	`batch_69a391e734148190a56e6a07447af304`	completed	March 1, 2026, 1:09 a.m.
NED2	Entity disambiguation (via description)	`batch_69a3924ca2148190811f9d376805d0cd`	completed	March 1, 2026, 1:11 a.m.

Created at: Feb. 28, 2026, 2:59 a.m.