Triple
T9429310
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Michels |
E227331
|
entity |
| Predicate | hasNotableBearer |
P458
|
FINISHED |
| Object |
Robert Michels
Robert Michels was a German-born sociologist and political scientist best known for formulating the "iron law of oligarchy," which argues that all complex organizations inevitably develop oligarchic leadership.
|
E799601
|
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: Robert Michels | Statement: [Michels, hasNotableBearer, Robert Michels]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Robert Michels Context triple: [Michels, hasNotableBearer, Robert Michels]
-
A.
Gabriel A. Almond
Gabriel A. Almond was an influential American political scientist known for his pioneering work in comparative politics and political culture.
-
B.
Dwight B. Waldo
Dwight B. Waldo was an American educator and academic administrator best known as the founding president of Western Michigan University.
-
C.
Robert A. Dahl
Robert A. Dahl was a highly influential American political scientist best known for his work on pluralist democracy and theories of political power.
-
D.
Robert Nisbet
Robert Nisbet was a 20th-century American sociologist and conservative social theorist known for his critiques of modern individualism and the erosion of traditional communities and intermediate institutions.
-
E.
Richard Neustadt
Richard Neustadt was an influential American political scientist and presidential scholar best known for his work on U.S. executive power, particularly his book "Presidential Power."
- 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: Robert Michels Triple: [Michels, hasNotableBearer, Robert Michels]
Generated description
Robert Michels was a German-born sociologist and political scientist best known for formulating the "iron law of oligarchy," which argues that all complex organizations inevitably develop oligarchic leadership.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Robert Michels Target entity description: Robert Michels was a German-born sociologist and political scientist best known for formulating the "iron law of oligarchy," which argues that all complex organizations inevitably develop oligarchic leadership.
-
A.
Gabriel A. Almond
Gabriel A. Almond was an influential American political scientist known for his pioneering work in comparative politics and political culture.
-
B.
Dwight B. Waldo
Dwight B. Waldo was an American educator and academic administrator best known as the founding president of Western Michigan University.
-
C.
Robert A. Dahl
Robert A. Dahl was a highly influential American political scientist best known for his work on pluralist democracy and theories of political power.
-
D.
Robert Nisbet
Robert Nisbet was a 20th-century American sociologist and conservative social theorist known for his critiques of modern individualism and the erosion of traditional communities and intermediate institutions.
-
E.
Richard Neustadt
Richard Neustadt was an influential American political scientist and presidential scholar best known for his work on U.S. executive power, particularly his book "Presidential Power."
- 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.