Triple

T1697622
Position Surface form Disambiguated ID Type / Status
Subject Lester Frank Ward E36693 entity
Predicate notableWork P4 FINISHED
Object Dynamic Sociology
Dynamic Sociology is an influential 1883 work of American sociologist Lester Frank Ward that argues for the scientific study and planned guidance of society to promote social progress and reform.
E191912 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: Dynamic Sociology | Statement: [Lester Frank Ward, notableWork, Dynamic Sociology]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dynamic Sociology
Context triple: [Lester Frank Ward, notableWork, Dynamic Sociology]
  • A. Rethinking Social Inquiry
    Rethinking Social Inquiry is a methodological volume in political science that critiques and extends the quantitative, positivist approach of Designing Social Inquiry by advocating for pluralistic, case-based, and mixed-method research strategies.
  • B. The Study of Sociology
    The Study of Sociology is an 1873 work by Herbert Spencer that lays out his early systematic approach to sociological theory and methodology.
  • C. Social Convergence
    Social Convergence is a Chilean left-wing political party known for its progressive, social-democratic, and feminist platform and for being part of the coalition that brought Gabriel Boric to the presidency.
  • D. City & Society
    City & Society is a peer-reviewed academic journal focusing on urban anthropology and the social, cultural, and political dynamics of cities.
  • E. Dynapolis (dynamic city model)
    Dynapolis (dynamic city model) is Constantinos A. Doxiadis’s theoretical framework for a continuously expanding, adaptable urban form designed to accommodate long-term growth and changing human needs.
  • 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: Dynamic Sociology
Triple: [Lester Frank Ward, notableWork, Dynamic Sociology]
Generated description
Dynamic Sociology is an influential 1883 work of American sociologist Lester Frank Ward that argues for the scientific study and planned guidance of society to promote social progress and reform.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dynamic Sociology
Target entity description: Dynamic Sociology is an influential 1883 work of American sociologist Lester Frank Ward that argues for the scientific study and planned guidance of society to promote social progress and reform.
  • A. Rethinking Social Inquiry
    Rethinking Social Inquiry is a methodological volume in political science that critiques and extends the quantitative, positivist approach of Designing Social Inquiry by advocating for pluralistic, case-based, and mixed-method research strategies.
  • B. The Study of Sociology
    The Study of Sociology is an 1873 work by Herbert Spencer that lays out his early systematic approach to sociological theory and methodology.
  • C. Social Convergence
    Social Convergence is a Chilean left-wing political party known for its progressive, social-democratic, and feminist platform and for being part of the coalition that brought Gabriel Boric to the presidency.
  • D. City & Society
    City & Society is a peer-reviewed academic journal focusing on urban anthropology and the social, cultural, and political dynamics of cities.
  • E. Dynapolis (dynamic city model)
    Dynapolis (dynamic city model) is Constantinos A. Doxiadis’s theoretical framework for a continuously expanding, adaptable urban form designed to accommodate long-term growth and changing human needs.
  • 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_69a886163dec8190859c514232a37a05 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69aa62d2622c81908e39e07bf1117821 completed March 6, 2026, 5:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad799ad838819087e945f47284a3b0 completed March 8, 2026, 1:28 p.m.
NEDg Description generation batch_69ad81f90e948190b83078523b1cf3f8 completed March 8, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69ad82755910819087aa9940dc1e7495 completed March 8, 2026, 2:06 p.m.
Created at: March 4, 2026, 7:30 p.m.