Triple

T16298399
Position Surface form Disambiguated ID Type / Status
Subject Louis Fraina E395711 entity
Predicate notableWork P4 FINISHED
Object The Crisis of the Middle Class
"The Crisis of the Middle Class" is a political and economic analysis by Marxist theorist Louis Fraina examining the instability and contradictions facing the middle class under capitalism.
E1206156 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: The Crisis of the Middle Class | Statement: [Louis Fraina, notableWork, The Crisis of the Middle Class]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Crisis of the Middle Class
Context triple: [Louis Fraina, notableWork, The Crisis of the Middle Class]
  • A. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • B. Middle Class Revolt
    Middle Class Revolt is a 1994 studio album by the English post-punk band The Fall, known for its abrasive sound and Mark E. Smith’s acerbic lyrics.
  • C. How the Other Half Lives
    How the Other Half Lives is an 1890 photojournalistic exposé by Jacob Riis that revealed the harsh living conditions of New York City’s tenement poor and helped spur social reform.
  • D. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • E. The Coming Aristocracy
    The Coming Aristocracy is a libertarian philosophical work by Leonard Read that argues for a society led by individuals of strong moral character and commitment to freedom rather than by political elites.
  • 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: The Crisis of the Middle Class
Triple: [Louis Fraina, notableWork, The Crisis of the Middle Class]
Generated description
"The Crisis of the Middle Class" is a political and economic analysis by Marxist theorist Louis Fraina examining the instability and contradictions facing the middle class under capitalism.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Crisis of the Middle Class
Target entity description: "The Crisis of the Middle Class" is a political and economic analysis by Marxist theorist Louis Fraina examining the instability and contradictions facing the middle class under capitalism.
  • A. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • B. Middle Class Revolt
    Middle Class Revolt is a 1994 studio album by the English post-punk band The Fall, known for its abrasive sound and Mark E. Smith’s acerbic lyrics.
  • C. How the Other Half Lives
    How the Other Half Lives is an 1890 photojournalistic exposé by Jacob Riis that revealed the harsh living conditions of New York City’s tenement poor and helped spur social reform.
  • D. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • E. The Coming Aristocracy
    The Coming Aristocracy is a libertarian philosophical work by Leonard Read that argues for a society led by individuals of strong moral character and commitment to freedom rather than by political elites.
  • 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_69d87f23bb088190a16fbb91a1957ea5 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e25e30ee288190b78807b60cb18e22 completed April 17, 2026, 4:22 p.m.
NED1 Entity disambiguation (via context triple) batch_6a001f9d7ef48190b7acebebcb9608c3 completed May 10, 2026, 6:03 a.m.
NEDg Description generation batch_6a0021459c4081908e4c1d2e0bc8a5be completed May 10, 2026, 6:10 a.m.
NED2 Entity disambiguation (via description) batch_6a002221fe7c819083c8ede5e63b0908 completed May 10, 2026, 6:13 a.m.
Created at: April 10, 2026, 5:06 a.m.