Triple
T1212250
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Human Well-Being and the Natural Environment |
E26026
|
entity |
| Predicate | mainSubject |
P3
|
FINISHED |
| Object |
welfare economics
Welfare economics is a branch of economics that evaluates how the allocation of resources affects social well-being, often using ethical and efficiency criteria to assess and guide public policy.
|
E137522
|
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: welfare economics | Statement: [Human Well-Being and the Natural Environment, mainSubject, welfare economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: welfare economics Context triple: [Human Well-Being and the Natural Environment, mainSubject, welfare economics]
-
A.
The Economics of Welfare
The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
-
B.
neoclassical economics
Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
-
C.
Economic Sciences
Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
-
D.
Theoretical Economics
Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
-
E.
Collective Choice and Social Welfare
Collective Choice and Social Welfare is a foundational work in social choice theory that rigorously examines how individual preferences can be aggregated into collective decisions while addressing issues of welfare, justice, and fairness.
- 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: welfare economics Triple: [Human Well-Being and the Natural Environment, mainSubject, welfare economics]
Generated description
Welfare economics is a branch of economics that evaluates how the allocation of resources affects social well-being, often using ethical and efficiency criteria to assess and guide public policy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: welfare economics Target entity description: Welfare economics is a branch of economics that evaluates how the allocation of resources affects social well-being, often using ethical and efficiency criteria to assess and guide public policy.
-
A.
The Economics of Welfare
The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
-
B.
neoclassical economics
Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
-
C.
Economic Sciences
Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
-
D.
Theoretical Economics
Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
-
E.
Collective Choice and Social Welfare
Collective Choice and Social Welfare is a foundational work in social choice theory that rigorously examines how individual preferences can be aggregated into collective decisions while addressing issues of welfare, justice, and fairness.
- 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_69a4948331fc8190b531ac9bec71c491 |
completed | March 1, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69a4bde6cb608190b77fc5c47083e4b7 |
completed | March 1, 2026, 10:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac7f43a12c8190a1ba90eefafd6bbc |
completed | March 7, 2026, 7:40 p.m. |
| NEDg | Description generation | batch_69ac7fbadd08819090ef4a9aff3bef0b |
completed | March 7, 2026, 7:42 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac8022a6b08190ba6a1448cebe6017 |
completed | March 7, 2026, 7:44 p.m. |
Created at: March 1, 2026, 7:46 p.m.