Triple

T2112771
Position Surface form Disambiguated ID Type / Status
Subject liberation theology E42540 entity
Predicate influencedBy P9 FINISHED
Object dependency theory
Dependency theory is a social science approach that explains global inequality by arguing that wealthier "core" countries maintain their prosperity by structurally exploiting and underdeveloping poorer "peripheral" nations.
E235191 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: dependency theory | Statement: [liberation theology, influencedBy, dependency theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: dependency theory
Context triple: [liberation theology, influencedBy, dependency theory]
  • A. Kaldorian cumulative causation
    Kaldorian cumulative causation is an economic theory proposing that growth and industrial development are driven by self-reinforcing feedback loops, where initial advantages in productivity, demand, or exports lead to further gains and regional divergence.
  • B. Power and Interdependence
    Power and Interdependence is a foundational work in international relations theory that develops the concept of complex interdependence to explain how international institutions, economic ties, and non-state actors shape global politics beyond traditional power politics.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. Washington Consensus
    The Washington Consensus is a set of market-oriented economic policy prescriptions—emphasizing liberalization, privatization, and fiscal discipline—promoted by institutions like the IMF and World Bank for developing countries from the late 20th century onward.
  • E. Ricardian equivalence
    Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
  • 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: dependency theory
Triple: [liberation theology, influencedBy, dependency theory]
Generated description
Dependency theory is a social science approach that explains global inequality by arguing that wealthier "core" countries maintain their prosperity by structurally exploiting and underdeveloping poorer "peripheral" nations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: dependency theory
Target entity description: Dependency theory is a social science approach that explains global inequality by arguing that wealthier "core" countries maintain their prosperity by structurally exploiting and underdeveloping poorer "peripheral" nations.
  • A. Kaldorian cumulative causation
    Kaldorian cumulative causation is an economic theory proposing that growth and industrial development are driven by self-reinforcing feedback loops, where initial advantages in productivity, demand, or exports lead to further gains and regional divergence.
  • B. Power and Interdependence
    Power and Interdependence is a foundational work in international relations theory that develops the concept of complex interdependence to explain how international institutions, economic ties, and non-state actors shape global politics beyond traditional power politics.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. Washington Consensus
    The Washington Consensus is a set of market-oriented economic policy prescriptions—emphasizing liberalization, privatization, and fiscal discipline—promoted by institutions like the IMF and World Bank for developing countries from the late 20th century onward.
  • E. Ricardian equivalence
    Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
  • 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_69a8871040f08190aac2e2d0ab6b47ad completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abbb0495d0819097dc936540743b74 completed March 7, 2026, 5:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae30748a7c81908ab3e08b7aa9900a completed March 9, 2026, 2:29 a.m.
NEDg Description generation batch_69ae3197794c81908530b26fcb8a4a77 completed March 9, 2026, 2:33 a.m.
NED2 Entity disambiguation (via description) batch_69ae31f65444819090c2af22c21ec3e1 completed March 9, 2026, 2:35 a.m.
Created at: March 4, 2026, 7:43 p.m.