Triple

T7063075
Position Surface form Disambiguated ID Type / Status
Subject Krishna Bharadwaj E164269 entity
Predicate influencedBy P9 FINISHED
Object Piero Sraffa
Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
 E638465 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: Piero Sraffa | Statement: [Krishna Bharadwaj, influencedBy, Piero Sraffa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Piero Sraffa
Context triple: [Krishna Bharadwaj, influencedBy, Piero Sraffa]
  • 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. Lionel Robbins
    Lionel Robbins was a prominent 20th-century British economist best known for his influential work on the nature and definition of economics and his role in shaping economic thought at the London School of Economics.
  • C. 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.
  • D. 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.
  • E. Robert Heilbroner
    Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
  • 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: Piero Sraffa
Triple: [Krishna Bharadwaj, influencedBy, Piero Sraffa]
Generated description
Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Piero Sraffa
Target entity description: Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
  • 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. Lionel Robbins
    Lionel Robbins was a prominent 20th-century British economist best known for his influential work on the nature and definition of economics and his role in shaping economic thought at the London School of Economics.
  • C. 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.
  • D. 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.
  • E. Robert Heilbroner
    Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
  • 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_69c688796c148190adb2f1596f595f22 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e45cf7488190a7ff15665e283c37 completed March 27, 2026, 8:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c788ba7af88190aeaf3205255af8ad completed March 28, 2026, 7:52 a.m.
NEDg Description generation batch_69c7892a387c8190856eac695fbcfb02 completed March 28, 2026, 7:54 a.m.
NED2 Entity disambiguation (via description) batch_69c789bc4fa081908cf40ec8ff189b90 completed March 28, 2026, 7:56 a.m.
Created at: March 27, 2026, 2:38 p.m.