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.