Triple

T4165525
Position Surface form Disambiguated ID Type / Status
Subject The Use of Knowledge in Society E84435 entity
Predicate relatedTo P37 FINISHED
Object socialist calculation debate
The socialist calculation debate was a 20th-century economic controversy over whether a socialist planned economy could allocate resources as efficiently as a market system, centering on issues of information, prices, and economic coordination.
E418206 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: socialist calculation debate | Statement: [The Use of Knowledge in Society, relatedTo, socialist calculation debate]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: socialist calculation debate
Context triple: [The Use of Knowledge in Society, relatedTo, socialist calculation debate]
  • A. Five-Year Plans for the National Economy of the Soviet Union
    The Five-Year Plans for the National Economy of the Soviet Union were a series of centralized, state-directed economic programs that rapidly industrialized the USSR and transformed its agrarian economy under communist rule.
  • B. Soviet economic reforms of 1965
    The Soviet economic reforms of 1965 were a set of market-oriented changes aimed at improving efficiency and decentralization in the USSR’s planned economy, particularly by giving enterprises more autonomy and linking bonuses to profitability.
  • C. The Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • D. On the Substitution of a Tax in Kind for the Surplus-Grain Appropriation System
    "On the Substitution of a Tax in Kind for the Surplus-Grain Appropriation System" was a key 1921 Bolshevik policy document that introduced the New Economic Policy by replacing War Communism’s grain requisitioning with a tax in kind on peasants.
  • E. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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: socialist calculation debate
Triple: [The Use of Knowledge in Society, relatedTo, socialist calculation debate]
Generated description
The socialist calculation debate was a 20th-century economic controversy over whether a socialist planned economy could allocate resources as efficiently as a market system, centering on issues of information, prices, and economic coordination.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: socialist calculation debate
Target entity description: The socialist calculation debate was a 20th-century economic controversy over whether a socialist planned economy could allocate resources as efficiently as a market system, centering on issues of information, prices, and economic coordination.
  • A. Five-Year Plans for the National Economy of the Soviet Union
    The Five-Year Plans for the National Economy of the Soviet Union were a series of centralized, state-directed economic programs that rapidly industrialized the USSR and transformed its agrarian economy under communist rule.
  • B. Soviet economic reforms of 1965
    The Soviet economic reforms of 1965 were a set of market-oriented changes aimed at improving efficiency and decentralization in the USSR’s planned economy, particularly by giving enterprises more autonomy and linking bonuses to profitability.
  • C. The Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • D. On the Substitution of a Tax in Kind for the Surplus-Grain Appropriation System
    "On the Substitution of a Tax in Kind for the Surplus-Grain Appropriation System" was a key 1921 Bolshevik policy document that introduced the New Economic Policy by replacing War Communism’s grain requisitioning with a tax in kind on peasants.
  • E. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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_69aed932cab48190b80ffe35f7029ae1 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af02ac8e788190a8f3563a2903bbad completed March 9, 2026, 5:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69b57f478c948190a997e006015e588d completed March 14, 2026, 3:31 p.m.
NEDg Description generation batch_69b57fcd3d60819086ab5ad7b69242a2 completed March 14, 2026, 3:33 p.m.
NED2 Entity disambiguation (via description) batch_69b5803ec2088190ac9d4b3d34278e17 completed March 14, 2026, 3:35 p.m.
Created at: March 9, 2026, 3:44 p.m.