Triple

T9429314
Position Surface form Disambiguated ID Type / Status
Subject Robert Michels E227331 entity
Predicate knownFor P22 FINISHED
Object iron law of oligarchy
The iron law of oligarchy is a political theory stating that all complex organizations, regardless of how democratic they are at the start, inevitably develop oligarchic leadership and concentrated power among a small elite.
 E799602 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: iron law of oligarchy | Statement: [Robert Michels, knownFor, iron law of oligarchy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: iron law of oligarchy
Context triple: [Robert Michels, knownFor, iron law of oligarchy]
  • A. Pastoral Rule
    Pastoral Rule is a foundational 6th-century manual on Christian pastoral care and episcopal duties written by Pope Gregory the Great.
  • B. The Authoritarian State
    The Authoritarian State is a seminal essay by critical theorist Max Horkheimer that analyzes the rise of modern authoritarianism and its roots in capitalist society and liberal democracy.
  • C. The Democratic and the Authoritarian State
    The Democratic and the Authoritarian State is a political theory work by Franz Neumann that analyzes and contrasts the structures, principles, and dynamics of democratic and authoritarian political systems.
  • D. Metapolitefsi
    Metapolitefsi is the period of political transition in Greece beginning in 1974, marked by the restoration of democracy and the establishment of the Third Hellenic Republic after the fall of the military dictatorship.
  • E. Isocracy
    Isocracy was an influential late-1980s East Bay punk band known for its chaotic live shows and role in the early Gilman Street Project scene.
  • 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: iron law of oligarchy
Triple: [Robert Michels, knownFor, iron law of oligarchy]
Generated description
The iron law of oligarchy is a political theory stating that all complex organizations, regardless of how democratic they are at the start, inevitably develop oligarchic leadership and concentrated power among a small elite.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: iron law of oligarchy
Target entity description: The iron law of oligarchy is a political theory stating that all complex organizations, regardless of how democratic they are at the start, inevitably develop oligarchic leadership and concentrated power among a small elite.
  • A. Pastoral Rule
    Pastoral Rule is a foundational 6th-century manual on Christian pastoral care and episcopal duties written by Pope Gregory the Great.
  • B. The Authoritarian State
    The Authoritarian State is a seminal essay by critical theorist Max Horkheimer that analyzes the rise of modern authoritarianism and its roots in capitalist society and liberal democracy.
  • C. The Democratic and the Authoritarian State
    The Democratic and the Authoritarian State is a political theory work by Franz Neumann that analyzes and contrasts the structures, principles, and dynamics of democratic and authoritarian political systems.
  • D. Metapolitefsi
    Metapolitefsi is the period of political transition in Greece beginning in 1974, marked by the restoration of democracy and the establishment of the Third Hellenic Republic after the fall of the military dictatorship.
  • E. Isocracy
    Isocracy was an influential late-1980s East Bay punk band known for its chaotic live shows and role in the early Gilman Street Project scene.
  • 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_69ca8436ba308190903e470776d2d893 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd7c94719c81909d7743a57c45e07f completed April 1, 2026, 8:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69d11038f7b88190bd6b895f5544c63e completed April 4, 2026, 1:20 p.m.
NEDg Description generation batch_69d111a770c881909a2902d36cd7913c completed April 4, 2026, 1:27 p.m.
NED2 Entity disambiguation (via description) batch_69d112634fb48190b4c7e9d997d27928 completed April 4, 2026, 1:30 p.m.
Created at: March 30, 2026, 7:49 p.m.