Triple

T17041075
Position Surface form Disambiguated ID Type / Status
Subject Manning Marable E413446 entity
Predicate notableWork P4 FINISHED
Object How Capitalism Underdeveloped Black America
How Capitalism Underdeveloped Black America is a seminal political and historical analysis that examines how capitalist structures and racism have systematically hindered the economic and social development of Black communities in the United States.
E1247522 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: How Capitalism Underdeveloped Black America | Statement: [Manning Marable, notableWork, How Capitalism Underdeveloped Black America]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: How Capitalism Underdeveloped Black America
Context triple: [Manning Marable, notableWork, How Capitalism Underdeveloped Black America]
  • A. Capitalism and Slavery
    Capitalism and Slavery is a seminal historical study by Eric Williams that argues the rise and decline of slavery in the British Empire were fundamentally driven by economic forces tied to the development of capitalism.
  • B. Class, Race, and Black Liberation
    "Class, Race, and Black Liberation" is a political and theoretical work by communist leader Henry Winston that analyzes the intertwined struggles against racism and capitalism in the United States.
  • C. Through Afro-America: An English Reading of the Race Problem
    Through Afro-America: An English Reading of the Race Problem is a 1910 travelogue and social commentary in which British critic William Archer examines the conditions and racial dynamics of African Americans in the United States.
  • D. The Covenant with Black America
    The Covenant with Black America is a bestselling policy book that outlines a comprehensive plan to address social, economic, and political challenges facing African Americans in the United States.
  • E. The Negro in American Civilization
    The Negro in American Civilization is a seminal sociological study by Charles S. Johnson that examines the historical, economic, and social conditions shaping African American life in the United States.
  • 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: How Capitalism Underdeveloped Black America
Triple: [Manning Marable, notableWork, How Capitalism Underdeveloped Black America]
Generated description
How Capitalism Underdeveloped Black America is a seminal political and historical analysis that examines how capitalist structures and racism have systematically hindered the economic and social development of Black communities in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: How Capitalism Underdeveloped Black America
Target entity description: How Capitalism Underdeveloped Black America is a seminal political and historical analysis that examines how capitalist structures and racism have systematically hindered the economic and social development of Black communities in the United States.
  • A. Capitalism and Slavery
    Capitalism and Slavery is a seminal historical study by Eric Williams that argues the rise and decline of slavery in the British Empire were fundamentally driven by economic forces tied to the development of capitalism.
  • B. Class, Race, and Black Liberation
    "Class, Race, and Black Liberation" is a political and theoretical work by communist leader Henry Winston that analyzes the intertwined struggles against racism and capitalism in the United States.
  • C. Through Afro-America: An English Reading of the Race Problem
    Through Afro-America: An English Reading of the Race Problem is a 1910 travelogue and social commentary in which British critic William Archer examines the conditions and racial dynamics of African Americans in the United States.
  • D. The Covenant with Black America
    The Covenant with Black America is a bestselling policy book that outlines a comprehensive plan to address social, economic, and political challenges facing African Americans in the United States.
  • E. The Negro in American Civilization
    The Negro in American Civilization is a seminal sociological study by Charles S. Johnson that examines the historical, economic, and social conditions shaping African American life in the United States.
  • 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_69d886cd18288190b006abab23f811b7 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d8f6a0c08190a838279b83b55b72 completed April 18, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a012338a95c8190951db96209edb61a completed May 11, 2026, 12:30 a.m.
NEDg Description generation batch_6a01241510048190ae1c459873f8a587 completed May 11, 2026, 12:34 a.m.
NED2 Entity disambiguation (via description) batch_6a0124e389908190b2ee3121be2c9383 completed May 11, 2026, 12:37 a.m.
Created at: April 10, 2026, 5:33 a.m.