Triple
T1914742
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | University of Warwick |
E38190
|
entity |
| Predicate | hasNotableAlumni |
P51
|
FINISHED |
| Object |
Oliver Hart
Oliver Hart is a British-American economist and Nobel laureate renowned for his pioneering work on contract theory and the theory of the firm.
|
E215948
|
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: Oliver Hart | Statement: [University of Warwick, hasNotableAlumni, Oliver Hart]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oliver Hart Context triple: [University of Warwick, hasNotableAlumni, Oliver Hart]
-
A.
Oliver E. Williamson
Oliver E. Williamson was an American economist renowned for his pioneering work on transaction cost economics and the theory of the firm, for which he shared the 2009 Nobel Prize in Economic Sciences.
-
B.
Ronald Coase
Ronald Coase was a British economist and Nobel laureate best known for his work on transaction costs, property rights, and the nature of the firm, which became foundational to law and economics and the Chicago School tradition.
-
C.
Kenneth Arrow
Kenneth Arrow was a Nobel Prize–winning American economist renowned for his foundational contributions to social choice theory and general equilibrium economics.
-
D.
Joseph Stiglitz
Joseph Stiglitz is a Nobel Prize–winning American economist renowned for his work on information asymmetry, inequality, and critiques of unregulated markets.
-
E.
Jean Tirole
Jean Tirole is a French economist and Nobel laureate renowned for his influential work on industrial organization, regulation, and game theory.
- 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: Oliver Hart Triple: [University of Warwick, hasNotableAlumni, Oliver Hart]
Generated description
Oliver Hart is a British-American economist and Nobel laureate renowned for his pioneering work on contract theory and the theory of the firm.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oliver Hart Target entity description: Oliver Hart is a British-American economist and Nobel laureate renowned for his pioneering work on contract theory and the theory of the firm.
-
A.
Oliver E. Williamson
Oliver E. Williamson was an American economist renowned for his pioneering work on transaction cost economics and the theory of the firm, for which he shared the 2009 Nobel Prize in Economic Sciences.
-
B.
Ronald Coase
Ronald Coase was a British economist and Nobel laureate best known for his work on transaction costs, property rights, and the nature of the firm, which became foundational to law and economics and the Chicago School tradition.
-
C.
Kenneth Arrow
Kenneth Arrow was a Nobel Prize–winning American economist renowned for his foundational contributions to social choice theory and general equilibrium economics.
-
D.
Joseph Stiglitz
Joseph Stiglitz is a Nobel Prize–winning American economist renowned for his work on information asymmetry, inequality, and critiques of unregulated markets.
-
E.
Jean Tirole
Jean Tirole is a French economist and Nobel laureate renowned for his influential work on industrial organization, regulation, and game theory.
- 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_69a8862a26088190aae5243695aeefc0 |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb1e403d88190822082b4b5135e70 |
completed | March 7, 2026, 5:04 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adf3d7df908190891448dfa8bb4fb0 |
completed | March 8, 2026, 10:10 p.m. |
| NEDg | Description generation | batch_69adf44290748190b882559de536af09 |
completed | March 8, 2026, 10:12 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adf4d0ac58819096659706ef0785d0 |
completed | March 8, 2026, 10:14 p.m. |
Created at: March 4, 2026, 7:35 p.m.