Triple

T217526
Position Surface form Disambiguated ID Type / Status
Subject Vietnam E4138 entity
Predicate historicalEvent P259 FINISHED
Object Đổi Mới economic reforms
The Đổi Mới economic reforms were a series of market-oriented changes launched in Vietnam in 1986 that transformed its centrally planned economy into a socialist-oriented market economy, spurring rapid growth and integration into the global market.
E27848 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: Đổi Mới economic reforms | Statement: [Vietnam, historicalEvent, Đổi Mới economic reforms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Đổi Mới economic reforms
Context triple: [Vietnam, historicalEvent, Đổi Mới economic reforms]
  • A. New Economic Policy
    The New Economic Policy was a 1920s Soviet economic strategy that temporarily reintroduced limited market mechanisms and private trade to revive the post–civil war economy before the shift to full central planning.
  • B. Reaganomics
    Reaganomics is the conservative, supply-side economic program of U.S. President Ronald Reagan, emphasizing tax cuts, deregulation, reduced social spending, and tight monetary policy to curb inflation and stimulate growth.
  • C. Montford Reforms
    The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
  • D. de-Stalinization
    De-Stalinization was a political reform process in the Soviet Union that dismantled Joseph Stalin’s cult of personality, reduced widespread repression, and introduced limited liberalization in governance and society.
  • E. Wirtschaftswunder
    Wirtschaftswunder refers to the rapid economic recovery and sustained growth of West Germany after World War II, transforming it into one of the world’s leading industrial economies.
  • 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: Đổi Mới economic reforms
Triple: [Vietnam, historicalEvent, Đổi Mới economic reforms]
Generated description
The Đổi Mới economic reforms were a series of market-oriented changes launched in Vietnam in 1986 that transformed its centrally planned economy into a socialist-oriented market economy, spurring rapid growth and integration into the global market.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Đổi Mới economic reforms
Target entity description: The Đổi Mới economic reforms were a series of market-oriented changes launched in Vietnam in 1986 that transformed its centrally planned economy into a socialist-oriented market economy, spurring rapid growth and integration into the global market.
  • A. New Economic Policy
    The New Economic Policy was a 1920s Soviet economic strategy that temporarily reintroduced limited market mechanisms and private trade to revive the post–civil war economy before the shift to full central planning.
  • B. Reaganomics
    Reaganomics is the conservative, supply-side economic program of U.S. President Ronald Reagan, emphasizing tax cuts, deregulation, reduced social spending, and tight monetary policy to curb inflation and stimulate growth.
  • C. Montford Reforms
    The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
  • D. de-Stalinization
    De-Stalinization was a political reform process in the Soviet Union that dismantled Joseph Stalin’s cult of personality, reduced widespread repression, and introduced limited liberalization in governance and society.
  • E. Wirtschaftswunder
    Wirtschaftswunder refers to the rapid economic recovery and sustained growth of West Germany after World War II, transforming it into one of the world’s leading industrial economies.
  • 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_69a2573508588190b522c2476d91acfe completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c5062e48190833be10e4770e1e9 completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3441e48b48190849c7bff04134ac9 completed Feb. 28, 2026, 7:38 p.m.
NEDg Description generation batch_69a344ba0a4c8190986d490f502cb6ab completed Feb. 28, 2026, 7:40 p.m.
NED2 Entity disambiguation (via description) batch_69a34520805481909c4f1ea05262665b completed Feb. 28, 2026, 7:42 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.