Triple

T17797326
Position Surface form Disambiguated ID Type / Status
Subject Frank H. Knight E444326 entity
Predicate notableWork P4 FINISHED
Object Freedom and Reform
Freedom and Reform is a collection of essays by economist Frank H. Knight that explores the philosophical foundations of liberalism, democracy, and economic freedom.
 E1288799 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: Freedom and Reform | Statement: [Frank H. Knight, notableWork, Freedom and Reform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Freedom and Reform
Context triple: [Frank H. Knight, notableWork, Freedom and Reform]
  • A. Liberty and Progress
    Liberty and Progress is the official motto of Hosei University, reflecting its emphasis on academic freedom, individual growth, and forward-looking education.
  • B. Freedom and Independence
    Freedom and Independence was a Polish underground anti-communist resistance organization formed after World War II by former Home Army members to oppose Soviet domination and the communist regime in Poland.
  • C. Liberty and Independence
    "Liberty and Independence" is the official state motto of Delaware, reflecting its historical role in early American independence and its emphasis on freedom and self-governance.
  • D. Freedom and Justice
    Freedom and Justice is the national motto of Ghana, encapsulating the country's core values of liberty and fairness in its post-independence identity.
  • E. Reform or Revolution
    Reform or Revolution is a seminal 1899 pamphlet by Rosa Luxemburg that critiques revisionist socialism and defends the necessity of revolutionary struggle over gradual reform within capitalism.
  • 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: Freedom and Reform
Triple: [Frank H. Knight, notableWork, Freedom and Reform]
Generated description
Freedom and Reform is a collection of essays by economist Frank H. Knight that explores the philosophical foundations of liberalism, democracy, and economic freedom.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Freedom and Reform
Target entity description: Freedom and Reform is a collection of essays by economist Frank H. Knight that explores the philosophical foundations of liberalism, democracy, and economic freedom.
  • A. Liberty and Progress
    Liberty and Progress is the official motto of Hosei University, reflecting its emphasis on academic freedom, individual growth, and forward-looking education.
  • B. Freedom and Independence
    Freedom and Independence was a Polish underground anti-communist resistance organization formed after World War II by former Home Army members to oppose Soviet domination and the communist regime in Poland.
  • C. Liberty and Independence
    "Liberty and Independence" is the official state motto of Delaware, reflecting its historical role in early American independence and its emphasis on freedom and self-governance.
  • D. Freedom and Justice
    Freedom and Justice is the national motto of Ghana, encapsulating the country's core values of liberty and fairness in its post-independence identity.
  • E. Reform or Revolution
    Reform or Revolution is a seminal 1899 pamphlet by Rosa Luxemburg that critiques revisionist socialism and defends the necessity of revolutionary struggle over gradual reform within capitalism.
  • 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_69d8b9efe370819095cd219b143ae727 completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e487fbc83481909a30fc7203b64099 completed April 19, 2026, 7:44 a.m.
NED1 Entity disambiguation (via context triple) batch_6a02f83e8b88819088619e575d93ab4e completed May 12, 2026, 9:51 a.m.
NEDg Description generation batch_6a02fc17b1ec81909a0547eeed8efb49 completed May 12, 2026, 10:08 a.m.
NED2 Entity disambiguation (via description) batch_6a02fcb37b408190aac496722b75ec53 completed May 12, 2026, 10:10 a.m.
Created at: April 10, 2026, 10:13 a.m.