Triple
T1259079
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Alfred Marshall |
E12456
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object |
theory of supply and demand
The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
|
E143175
|
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: theory of supply and demand | Statement: [Alfred Marshall, knownFor, theory of supply and demand]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: theory of supply and demand Context triple: [Alfred Marshall, knownFor, theory of supply and demand]
-
A.
classical economics
Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
-
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.
Economics: A Very Short Introduction
"Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
-
D.
IS-LM model
The IS-LM model is a macroeconomic framework that depicts the interaction between the goods market and the money market to determine equilibrium output and interest rates.
-
E.
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.
- 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: theory of supply and demand Triple: [Alfred Marshall, knownFor, theory of supply and demand]
Generated description
The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: theory of supply and demand Target entity description: The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
-
A.
classical economics
Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
-
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.
Economics: A Very Short Introduction
"Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
-
D.
IS-LM model
The IS-LM model is a macroeconomic framework that depicts the interaction between the goods market and the money market to determine equilibrium output and interest rates.
-
E.
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.
- 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_69a4933352e08190ac617291985e76c0 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a4bfc3a2848190891e73b351019d5b |
completed | March 1, 2026, 10:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac93cdba808190b7d164bb98efe3dc |
completed | March 7, 2026, 9:08 p.m. |
| NEDg | Description generation | batch_69ac94c0e6548190a2d40e3ac1a279ce |
completed | March 7, 2026, 9:12 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac9531c2f08190b570fcb7b035ea87 |
completed | March 7, 2026, 9:14 p.m. |
Created at: March 1, 2026, 7:50 p.m.