Triple
T17229673
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | socialist calculation debate |
E418206
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
cybernetic socialism
Cybernetic socialism is a proposed form of socialism that uses advanced computation, feedback systems, and information networks to coordinate economic planning and resource allocation without relying on traditional market mechanisms.
|
E1257413
|
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: cybernetic socialism | Statement: [socialist calculation debate, relatedTo, cybernetic socialism]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: cybernetic socialism Context triple: [socialist calculation debate, relatedTo, cybernetic socialism]
-
A.
Re-envisioning Socialism
Re-envisioning Socialism is a work by economist Prabhat Patnaik that critically reassesses socialist theory and practice in light of contemporary global capitalism and proposes renewed socialist alternatives.
-
B.
Evolutionary Socialism
Evolutionary Socialism is a seminal work of revisionist Marxist theory in which Eduard Bernstein argues for achieving socialism through gradual, democratic reforms rather than violent revolution.
-
C.
libertarian socialism
Libertarian socialism is a left-wing political philosophy that advocates a stateless, classless society based on direct democracy, workers’ self-management, and decentralized, non-hierarchical institutions.
-
D.
Socialism Re-examined
Socialism Re-examined is a political work by American socialist leader Norman Thomas in which he reassesses and defends democratic socialism in the mid-20th century context.
-
E.
"Planned Economy and Socialism"
"Planned Economy and Socialism" is a seminal work by Frankfurt School economist Friedrich Pollock analyzing the theoretical foundations, practical forms, and political implications of centrally planned economic systems within socialist frameworks.
- 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: cybernetic socialism Triple: [socialist calculation debate, relatedTo, cybernetic socialism]
Generated description
Cybernetic socialism is a proposed form of socialism that uses advanced computation, feedback systems, and information networks to coordinate economic planning and resource allocation without relying on traditional market mechanisms.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: cybernetic socialism Target entity description: Cybernetic socialism is a proposed form of socialism that uses advanced computation, feedback systems, and information networks to coordinate economic planning and resource allocation without relying on traditional market mechanisms.
-
A.
Re-envisioning Socialism
Re-envisioning Socialism is a work by economist Prabhat Patnaik that critically reassesses socialist theory and practice in light of contemporary global capitalism and proposes renewed socialist alternatives.
-
B.
Evolutionary Socialism
Evolutionary Socialism is a seminal work of revisionist Marxist theory in which Eduard Bernstein argues for achieving socialism through gradual, democratic reforms rather than violent revolution.
-
C.
libertarian socialism
Libertarian socialism is a left-wing political philosophy that advocates a stateless, classless society based on direct democracy, workers’ self-management, and decentralized, non-hierarchical institutions.
-
D.
Socialism Re-examined
Socialism Re-examined is a political work by American socialist leader Norman Thomas in which he reassesses and defends democratic socialism in the mid-20th century context.
-
E.
"Planned Economy and Socialism"
"Planned Economy and Socialism" is a seminal work by Frankfurt School economist Friedrich Pollock analyzing the theoretical foundations, practical forms, and political implications of centrally planned economic systems within socialist frameworks.
- 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_69d886d8e96081909870bff6c3d0bf09 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e42df62ec48190b2ed633a5bcc0255 |
completed | April 19, 2026, 1:20 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01675eae08819093427b4dc1ffee5f |
completed | May 11, 2026, 5:21 a.m. |
| NEDg | Description generation | batch_6a016a1f6eac8190951ae30f37144d2a |
completed | May 11, 2026, 5:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a016a92af248190aaed36040486bf40 |
completed | May 11, 2026, 5:35 a.m. |
Created at: April 10, 2026, 5:39 a.m.