Triple

T21934787
Position Surface form Disambiguated ID Type / Status
Subject Albert O. Hirschman E541659 entity
Predicate notableIdea P4 FINISHED
Object exit, voice, and loyalty framework — NE NERFINISHED

How this triple was built (3 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: exit, voice, and loyalty framework | Statement: [Albert O. Hirschman, notableIdea, exit, voice, and loyalty framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: exit, voice, and loyalty framework
Context triple: [Albert O. Hirschman, notableIdea, exit, voice, and loyalty framework]
  • A. The Way of Love framework
    The Way of Love framework is a Christian discipleship and spiritual practice model, popularized by Episcopal Bishop Michael Curry, that outlines a rule of life centered on following Jesus through habits of love, prayer, and service.
  • B. 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.
  • C. Wightman framework
    The Wightman framework is a rigorous mathematical formulation of quantum field theory based on a set of axioms that specify the properties of quantum fields and their correlation functions in Minkowski spacetime.
  • D. SoundAnalysis framework
    SoundAnalysis framework is an Apple framework that enables on-device audio classification and sound recognition using machine learning models.
  • E. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: exit, voice, and loyalty framework
Target entity description: The exit, voice, and loyalty framework is a social science theory by Albert O. Hirschman that explains how individuals and groups respond to decline or dissatisfaction in organizations or states by choosing to leave, speak up, or remain committed.
  • A. The Way of Love framework
    The Way of Love framework is a Christian discipleship and spiritual practice model, popularized by Episcopal Bishop Michael Curry, that outlines a rule of life centered on following Jesus through habits of love, prayer, and service.
  • B. 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.
  • C. Wightman framework
    The Wightman framework is a rigorous mathematical formulation of quantum field theory based on a set of axioms that specify the properties of quantum fields and their correlation functions in Minkowski spacetime.
  • D. SoundAnalysis framework
    SoundAnalysis framework is an Apple framework that enables on-device audio classification and sound recognition using machine learning models.
  • E. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • F. None of above. chosen

Provenance (2 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_69e0c47e2e5c81909a7f74ce3de50911 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f12402f7ac81909b14586a46d971bb completed April 28, 2026, 9:17 p.m.
Created at: April 16, 2026, 7:51 p.m.