Triple

T2063310
Position Surface form Disambiguated ID Type / Status
Subject Marina von Neumann Whitman E45839 entity
Predicate notableWork P4 FINISHED
Object Government Risk Sharing in Foreign Investment
Government Risk Sharing in Foreign Investment is an influential economic study that analyzes how governments can share or mitigate the risks faced by private investors in international investment projects.
E228614 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: Government Risk Sharing in Foreign Investment | Statement: [Marina von Neumann Whitman, notableWork, Government Risk Sharing in Foreign Investment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Government Risk Sharing in Foreign Investment
Context triple: [Marina von Neumann Whitman, notableWork, Government Risk Sharing in Foreign Investment]
  • A. The Political Economy of National Security
    The Political Economy of National Security is a seminal work analyzing how economic factors shape national defense policy and strategic decision-making.
  • B. Law on Foreign Investment in Vietnam
    The Law on Foreign Investment in Vietnam is a foundational statute enacted in the late 1980s that opened Vietnam’s economy to foreign capital, providing the legal basis for foreign-owned and joint-venture enterprises during the country’s transition to a market-oriented system.
  • C. Economic Policy: Principles and Design
    "Economic Policy: Principles and Design" is a foundational economics book by Jan Tinbergen that systematically develops the theory and methodology of designing and implementing effective economic policies.
  • D. Centralization and Decentralization in Economic Policy
    "Centralization and Decentralization in Economic Policy" is a seminal work by economist Jan Tinbergen that analyzes how economic decision-making powers should be optimally distributed between central and local authorities to achieve effective and efficient policy outcomes.
  • E. Shaping the World Economy
    "Shaping the World Economy" is an influential economics book by Jan Tinbergen that applies quantitative models to analyze and guide international economic policy and development.
  • 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: Government Risk Sharing in Foreign Investment
Triple: [Marina von Neumann Whitman, notableWork, Government Risk Sharing in Foreign Investment]
Generated description
Government Risk Sharing in Foreign Investment is an influential economic study that analyzes how governments can share or mitigate the risks faced by private investors in international investment projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Government Risk Sharing in Foreign Investment
Target entity description: Government Risk Sharing in Foreign Investment is an influential economic study that analyzes how governments can share or mitigate the risks faced by private investors in international investment projects.
  • A. The Political Economy of National Security
    The Political Economy of National Security is a seminal work analyzing how economic factors shape national defense policy and strategic decision-making.
  • B. Law on Foreign Investment in Vietnam
    The Law on Foreign Investment in Vietnam is a foundational statute enacted in the late 1980s that opened Vietnam’s economy to foreign capital, providing the legal basis for foreign-owned and joint-venture enterprises during the country’s transition to a market-oriented system.
  • C. Economic Policy: Principles and Design
    "Economic Policy: Principles and Design" is a foundational economics book by Jan Tinbergen that systematically develops the theory and methodology of designing and implementing effective economic policies.
  • D. Centralization and Decentralization in Economic Policy
    "Centralization and Decentralization in Economic Policy" is a seminal work by economist Jan Tinbergen that analyzes how economic decision-making powers should be optimally distributed between central and local authorities to achieve effective and efficient policy outcomes.
  • E. Shaping the World Economy
    "Shaping the World Economy" is an influential economics book by Jan Tinbergen that applies quantitative models to analyze and guide international economic policy and development.
  • 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_69a8891b38288190abd572ccad9b6928 completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb9d3a92081909416c1d087876e99 completed March 7, 2026, 5:38 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae2018ca808190a7c4586364e3587d completed March 9, 2026, 1:19 a.m.
NEDg Description generation batch_69ae20cbf3608190984dfd9638b9053b completed March 9, 2026, 1:22 a.m.
NED2 Entity disambiguation (via description) batch_69ae213410708190af9715f488c5b8f5 completed March 9, 2026, 1:24 a.m.
Created at: March 4, 2026, 7:40 p.m.