Triple

T17229621
Position Surface form Disambiguated ID Type / Status
Subject socialist calculation debate E418206 entity
Predicate hasImportantWork P67599 FINISHED
Object Markets, Planning and Democracy
"Markets, Planning and Democracy" is a seminal work by economist Alec Nove that critically examines the feasibility of socialist economic planning and advocates for a mixed, market-socialist model.
E1257411 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: Markets, Planning and Democracy | Statement: [socialist calculation debate, hasImportantWork, Markets, Planning and Democracy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Markets, Planning and Democracy
Context triple: [socialist calculation debate, hasImportantWork, Markets, Planning and Democracy]
  • A. Democracy and the Market
    "Democracy and the Market" is a seminal political science book by Adam Przeworski that analyzes the tensions and interactions between democratic transitions and market-oriented economic reforms.
  • B. Freedom, Power and Democratic Planning
    Freedom, Power and Democratic Planning is a major sociological and political work by Karl Mannheim that explores how democratic societies can consciously plan social and economic life while preserving individual freedom.
  • C. The Third Pillar: How Markets and the State Leave the Community Behind
    The Third Pillar: How Markets and the State Leave the Community Behind is a book by economist Raghuram Rajan that argues for restoring the role of local communities as a counterbalance to the power of markets and the state in modern society.
  • D. Power and Market: Government and the Economy
    Power and Market: Government and the Economy is an economics book by Murray N. Rothbard that presents a radical libertarian critique of government intervention in the market and systematically analyzes the effects of various state policies.
  • E. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • 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: Markets, Planning and Democracy
Triple: [socialist calculation debate, hasImportantWork, Markets, Planning and Democracy]
Generated description
"Markets, Planning and Democracy" is a seminal work by economist Alec Nove that critically examines the feasibility of socialist economic planning and advocates for a mixed, market-socialist model.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Markets, Planning and Democracy
Target entity description: "Markets, Planning and Democracy" is a seminal work by economist Alec Nove that critically examines the feasibility of socialist economic planning and advocates for a mixed, market-socialist model.
  • A. Democracy and the Market
    "Democracy and the Market" is a seminal political science book by Adam Przeworski that analyzes the tensions and interactions between democratic transitions and market-oriented economic reforms.
  • B. Freedom, Power and Democratic Planning
    Freedom, Power and Democratic Planning is a major sociological and political work by Karl Mannheim that explores how democratic societies can consciously plan social and economic life while preserving individual freedom.
  • C. The Third Pillar: How Markets and the State Leave the Community Behind
    The Third Pillar: How Markets and the State Leave the Community Behind is a book by economist Raghuram Rajan that argues for restoring the role of local communities as a counterbalance to the power of markets and the state in modern society.
  • D. Power and Market: Government and the Economy
    Power and Market: Government and the Economy is an economics book by Murray N. Rothbard that presents a radical libertarian critique of government intervention in the market and systematically analyzes the effects of various state policies.
  • E. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • 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.