Triple

T862398
Position Surface form Disambiguated ID Type / Status
Subject Herman Daly E18625 entity
Predicate influencedBy P9 FINISHED
Object Nicholas Georgescu-Roegen
Nicholas Georgescu-Roegen was a Romanian-American mathematician-turned-economist best known for founding ecological economics through his pioneering work on entropy, thermodynamics, and the limits of economic growth.
E111349 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: Nicholas Georgescu-Roegen | Statement: [Herman Daly, influencedBy, Nicholas Georgescu-Roegen]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nicholas Georgescu-Roegen
Context triple: [Herman Daly, influencedBy, Nicholas Georgescu-Roegen]
  • A. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • B. Jacob Viner
    Jacob Viner was a prominent 20th-century economist known for his influential work in international trade theory, public finance, and his role in shaping modern economic thought.
  • C. John R. Hicks
    John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
  • D. Tjalling C. Koopmans
    Tjalling C. Koopmans was a Dutch-American economist and Nobel laureate renowned for his contributions to econometrics and optimal resource allocation theory.
  • E. Frank Knight
    Frank Knight was an influential American economist and founding figure of the Chicago School, best known for his work on risk, uncertainty, and profit.
  • 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: Nicholas Georgescu-Roegen
Triple: [Herman Daly, influencedBy, Nicholas Georgescu-Roegen]
Generated description
Nicholas Georgescu-Roegen was a Romanian-American mathematician-turned-economist best known for founding ecological economics through his pioneering work on entropy, thermodynamics, and the limits of economic growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nicholas Georgescu-Roegen
Target entity description: Nicholas Georgescu-Roegen was a Romanian-American mathematician-turned-economist best known for founding ecological economics through his pioneering work on entropy, thermodynamics, and the limits of economic growth.
  • A. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • B. Jacob Viner
    Jacob Viner was a prominent 20th-century economist known for his influential work in international trade theory, public finance, and his role in shaping modern economic thought.
  • C. John R. Hicks
    John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
  • D. Tjalling C. Koopmans
    Tjalling C. Koopmans was a Dutch-American economist and Nobel laureate renowned for his contributions to econometrics and optimal resource allocation theory.
  • E. Frank Knight
    Frank Knight was an influential American economist and founding figure of the Chicago School, best known for his work on risk, uncertainty, and profit.
  • 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_69a4938ce8688190a24bdfef82ba7d21 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4ac67d4d481909487d3edb3e46936 completed March 1, 2026, 9:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69a826d10188819085413db5a7f6bd11 completed March 4, 2026, 12:34 p.m.
NEDg Description generation batch_69a85e2ed0a081908af18feccc669772 completed March 4, 2026, 4:30 p.m.
NED2 Entity disambiguation (via description) batch_69a85ef9bed48190991ab9048dba4678 completed March 4, 2026, 4:34 p.m.
Created at: March 1, 2026, 7:39 p.m.