Triple

T8017416
Position Surface form Disambiguated ID Type / Status
Subject Keen E186652 entity
Predicate hasNotableBearer P458 FINISHED
Object Steve Keen
Steve Keen is an Australian post-Keynesian economist known for his critiques of mainstream economics and his work on debt-deflation and financial instability.
E707627 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: Steve Keen | Statement: [Keen, hasNotableBearer, Steve Keen]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Steve Keen
Context triple: [Keen, hasNotableBearer, Steve Keen]
  • A. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • B. Robert P. Murphy
    Robert P. Murphy is an American Austrian School economist, author, and podcaster known for his work on free-market economics, business cycle theory, and critiques of mainstream macroeconomics.
  • C. James Kwak
    James Kwak is an American author, law professor, and commentator on economics and public policy, known for his work on the financial crisis and inequality.
  • D. Peter Schiff
    Peter Schiff is an American stock broker, financial commentator, and author known for his bearish views on the U.S. economy and his accurate prediction of the 2008 financial crisis.
  • E. Walter Block
    Walter Block is an American Austrian School economist and libertarian theorist known for his radical defense of free markets and controversial positions on issues such as privatization and individual rights.
  • 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: Steve Keen
Triple: [Keen, hasNotableBearer, Steve Keen]
Generated description
Steve Keen is an Australian post-Keynesian economist known for his critiques of mainstream economics and his work on debt-deflation and financial instability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Steve Keen
Target entity description: Steve Keen is an Australian post-Keynesian economist known for his critiques of mainstream economics and his work on debt-deflation and financial instability.
  • A. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • B. Robert P. Murphy
    Robert P. Murphy is an American Austrian School economist, author, and podcaster known for his work on free-market economics, business cycle theory, and critiques of mainstream macroeconomics.
  • C. James Kwak
    James Kwak is an American author, law professor, and commentator on economics and public policy, known for his work on the financial crisis and inequality.
  • D. Peter Schiff
    Peter Schiff is an American stock broker, financial commentator, and author known for his bearish views on the U.S. economy and his accurate prediction of the 2008 financial crisis.
  • E. Walter Block
    Walter Block is an American Austrian School economist and libertarian theorist known for his radical defense of free markets and controversial positions on issues such as privatization and individual rights.
  • 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_69ca82ac7fc081909b1398cf025423af completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3df4f1b8819089a8b67f136bce9a completed March 31, 2026, 3:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc56c213ec8190b3bd96c42d1357e4 completed March 31, 2026, 11:20 p.m.
NEDg Description generation batch_69cc58a9e94081908980e2c60be38642 completed March 31, 2026, 11:28 p.m.
NED2 Entity disambiguation (via description) batch_69cc5cbaefb481909eb325f0d27675c0 completed March 31, 2026, 11:46 p.m.
Created at: March 30, 2026, 5:20 p.m.