Triple

T6383570
Position Surface form Disambiguated ID Type / Status
Subject Talcott Parsons E143643 entity
Predicate theory P450 FINISHED
Object AGIL paradigm
The AGIL paradigm is a sociological framework developed by Talcott Parsons that explains how social systems maintain stability and function through four core requirements: adaptation, goal attainment, integration, and latency.
E590252 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: AGIL paradigm | Statement: [Talcott Parsons, theory, AGIL paradigm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AGIL paradigm
Context triple: [Talcott Parsons, theory, AGIL paradigm]
  • A. The Systems Approach
    The Systems Approach is a seminal work on systems engineering and complex problem-solving authored by engineer and technologist Simon Ramo.
  • B. The Technological System
    The Technological System is a seminal work by French philosopher and sociologist Jacques Ellul that analyzes how modern technology forms an autonomous, all-encompassing system shaping society, politics, and human behavior.
  • C. The Social Framework
    The Social Framework is an influential economics book by John R. Hicks that presents a systematic introduction to the structure and functioning of a modern economic system.
  • D. ATAM (Architecture Tradeoff Analysis Method)
    ATAM (Architecture Tradeoff Analysis Method) is a structured software architecture evaluation approach that helps stakeholders analyze and compare quality attribute trade-offs and risks in complex systems.
  • E. Adaptation Framework
    The Adaptation Framework is an international policy framework under the UN climate regime that guides and coordinates global efforts to adapt to the impacts of climate change, particularly in vulnerable developing countries.
  • 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: AGIL paradigm
Triple: [Talcott Parsons, theory, AGIL paradigm]
Generated description
The AGIL paradigm is a sociological framework developed by Talcott Parsons that explains how social systems maintain stability and function through four core requirements: adaptation, goal attainment, integration, and latency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AGIL paradigm
Target entity description: The AGIL paradigm is a sociological framework developed by Talcott Parsons that explains how social systems maintain stability and function through four core requirements: adaptation, goal attainment, integration, and latency.
  • A. The Systems Approach
    The Systems Approach is a seminal work on systems engineering and complex problem-solving authored by engineer and technologist Simon Ramo.
  • B. The Technological System
    The Technological System is a seminal work by French philosopher and sociologist Jacques Ellul that analyzes how modern technology forms an autonomous, all-encompassing system shaping society, politics, and human behavior.
  • C. The Social Framework
    The Social Framework is an influential economics book by John R. Hicks that presents a systematic introduction to the structure and functioning of a modern economic system.
  • D. ATAM (Architecture Tradeoff Analysis Method)
    ATAM (Architecture Tradeoff Analysis Method) is a structured software architecture evaluation approach that helps stakeholders analyze and compare quality attribute trade-offs and risks in complex systems.
  • E. Adaptation Framework
    The Adaptation Framework is an international policy framework under the UN climate regime that guides and coordinates global efforts to adapt to the impacts of climate change, particularly in vulnerable developing countries.
  • 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_69c008dac1ec81909cef8157ccd69962 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c06856434481909cbbca1c12c6e070 completed March 22, 2026, 10:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69c638791ce8819081aeec3b11e1c96e completed March 27, 2026, 7:57 a.m.
NEDg Description generation batch_69c63a481084819088f894ffe3bbee6f completed March 27, 2026, 8:05 a.m.
NED2 Entity disambiguation (via description) batch_69c63ab1e13c8190941888ed65574f7d completed March 27, 2026, 8:07 a.m.
Created at: March 22, 2026, 4:34 p.m.