Triple

T665583
Position Surface form Disambiguated ID Type / Status
Subject Arthur Cecil Pigou E12852 entity
Predicate knownFor P22 FINISHED
Object Pigouvian taxes
Pigouvian taxes are corrective taxes designed to address negative externalities by aligning private costs with social costs, thereby improving overall economic efficiency.
E82233 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: Pigouvian taxes | Statement: [Arthur Cecil Pigou, knownFor, Pigouvian taxes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Pigouvian taxes
Context triple: [Arthur Cecil Pigou, knownFor, Pigouvian taxes]
  • A. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • B. Ricardian equivalence
    Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
  • C. Ricardian rent
    Ricardian rent is an economic concept describing the extra income earned from land or other fixed resources due to their superior productivity compared to the least productive (marginal) resources in use.
  • D. The Economics of Exhaustible Resources
    The Economics of Exhaustible Resources is a seminal work in environmental and resource economics that develops the theoretical foundations for how societies should optimally use and manage finite natural resources over time.
  • E. Ways and Means
    Ways and Means is a short economic and political treatise by Xenophon that proposes practical financial and administrative reforms to strengthen Athens.
  • 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: Pigouvian taxes
Triple: [Arthur Cecil Pigou, knownFor, Pigouvian taxes]
Generated description
Pigouvian taxes are corrective taxes designed to address negative externalities by aligning private costs with social costs, thereby improving overall economic efficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Pigouvian taxes
Target entity description: Pigouvian taxes are corrective taxes designed to address negative externalities by aligning private costs with social costs, thereby improving overall economic efficiency.
  • A. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • B. Ricardian equivalence
    Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
  • C. Ricardian rent
    Ricardian rent is an economic concept describing the extra income earned from land or other fixed resources due to their superior productivity compared to the least productive (marginal) resources in use.
  • D. The Economics of Exhaustible Resources
    The Economics of Exhaustible Resources is a seminal work in environmental and resource economics that develops the theoretical foundations for how societies should optimally use and manage finite natural resources over time.
  • E. Ways and Means
    Ways and Means is a short economic and political treatise by Xenophon that proposes practical financial and administrative reforms to strengthen Athens.
  • 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_69a493355dec819098d4244b2fa34885 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49fd4f4988190a0973ceb7329b4c9 completed March 1, 2026, 8:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69a5c39abcbc819093797700dc32d25a completed March 2, 2026, 5:06 p.m.
NEDg Description generation batch_69a5c564d368819082b877f43236d949 completed March 2, 2026, 5:14 p.m.
NED2 Entity disambiguation (via description) batch_69a5cca1851c81908e57e75dc217e517 completed March 2, 2026, 5:45 p.m.
Created at: March 1, 2026, 7:36 p.m.