Triple
T9529805
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Onko maallamme malttia vaurastua? |
E229858
|
entity |
| Predicate | mainSubject |
P3
|
FINISHED |
| Object |
Finland’s economic development
Finland’s economic development refers to the country’s long-term transition from a resource-based, agrarian economy to a diversified, high-income welfare state with strong education, technology, and social security systems.
|
E804986
|
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: Finland’s economic development | Statement: [Onko maallamme malttia vaurastua?, mainSubject, Finland’s economic development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Finland’s economic development Context triple: [Onko maallamme malttia vaurastua?, mainSubject, Finland’s economic development]
-
A.
Ministry of Economic Affairs and Employment of Finland
The Ministry of Economic Affairs and Employment of Finland is a government ministry responsible for shaping the country’s economic policy, industrial development, labor market regulation, and employment promotion.
-
B.
Globalization, Economic Development and the Role of the State
"Globalization, Economic Development and the Role of the State" is a scholarly work by economist Ha-Joon Chang that critically examines how state policies shape economic development within the context of globalisation.
-
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.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
E.
Handbook of Development Economics
The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic 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: Finland’s economic development Triple: [Onko maallamme malttia vaurastua?, mainSubject, Finland’s economic development]
Generated description
Finland’s economic development refers to the country’s long-term transition from a resource-based, agrarian economy to a diversified, high-income welfare state with strong education, technology, and social security systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Finland’s economic development Target entity description: Finland’s economic development refers to the country’s long-term transition from a resource-based, agrarian economy to a diversified, high-income welfare state with strong education, technology, and social security systems.
-
A.
Ministry of Economic Affairs and Employment of Finland
The Ministry of Economic Affairs and Employment of Finland is a government ministry responsible for shaping the country’s economic policy, industrial development, labor market regulation, and employment promotion.
-
B.
Globalization, Economic Development and the Role of the State
"Globalization, Economic Development and the Role of the State" is a scholarly work by economist Ha-Joon Chang that critically examines how state policies shape economic development within the context of globalisation.
-
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.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
E.
Handbook of Development Economics
The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic 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_69ca8479934c81908006d0e6e970ae05 |
completed | March 30, 2026, 2:11 p.m. |
| NER | Named-entity recognition | batch_69cd98b2de3081909be70d9ab187dce6 |
completed | April 1, 2026, 10:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d14c38a3848190ab3561f70497c9eb |
completed | April 4, 2026, 5:36 p.m. |
| NEDg | Description generation | batch_69d14d23573c8190aeebf2fdac20a332 |
completed | April 4, 2026, 5:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d14da4514481908a530b5d77ad832a |
completed | April 4, 2026, 5:43 p.m. |
Created at: March 30, 2026, 8 p.m.