Triple
T3064630
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Robert J. Shiller |
E62073
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Animal Spirits
"Animal Spirits" is an influential economics book by George A. Akerlof and Robert J. Shiller that explores how psychological factors and human emotions drive economic decisions and market outcomes.
|
E323542
|
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: Animal Spirits | Statement: [Robert J. Shiller, notableWork, Animal Spirits]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Animal Spirits Context triple: [Robert J. Shiller, notableWork, Animal Spirits]
-
A.
Triumph of the Market
Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
-
B.
Austerity Games
Austerity Games is the nickname given to the 1948 Summer Olympics in London, reflecting the frugal conditions and post-war economic hardships under which the event was organized.
-
C.
The Debt
The Debt is a film associated with John Madden, best known as a director of character-driven dramas and thrillers.
-
D.
Grand Pursuit: The Story of Economic Genius
Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
-
E.
The Black Swan
The Black Swan is a 1942 swashbuckling Technicolor adventure film starring Tyrone Power as a reformed pirate caught in a tale of romance and high-seas intrigue.
- 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: Animal Spirits Triple: [Robert J. Shiller, notableWork, Animal Spirits]
Generated description
"Animal Spirits" is an influential economics book by George A. Akerlof and Robert J. Shiller that explores how psychological factors and human emotions drive economic decisions and market outcomes.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Animal Spirits Target entity description: "Animal Spirits" is an influential economics book by George A. Akerlof and Robert J. Shiller that explores how psychological factors and human emotions drive economic decisions and market outcomes.
-
A.
Triumph of the Market
Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
-
B.
Austerity Games
Austerity Games is the nickname given to the 1948 Summer Olympics in London, reflecting the frugal conditions and post-war economic hardships under which the event was organized.
-
C.
The Debt
The Debt is a film associated with John Madden, best known as a director of character-driven dramas and thrillers.
-
D.
Grand Pursuit: The Story of Economic Genius
Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
-
E.
The Black Swan
The Black Swan is a 1942 swashbuckling Technicolor adventure film starring Tyrone Power as a reformed pirate caught in a tale of romance and high-seas intrigue.
- 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_69ad85793e5c8190a358049bc4a98d8c |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69ad9ea2154c8190ab243feb77170a15 |
completed | March 8, 2026, 4:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b1ef1402108190a2d24e7eb523f658 |
completed | March 11, 2026, 10:39 p.m. |
| NEDg | Description generation | batch_69b1f2f3d120819090d28e0353d3d8da |
completed | March 11, 2026, 10:55 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b1f365a4988190ae3ea6370a27ee72 |
completed | March 11, 2026, 10:57 p.m. |
Created at: March 8, 2026, 3:02 p.m.