Triple
T9303500
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Steven Levitt |
E223824
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
SuperFreakonomics
SuperFreakonomics is a popular economics book that uses unconventional data analysis and provocative case studies to explore human behavior and public policy.
|
E790046
|
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: SuperFreakonomics | Statement: [Steven Levitt, notableWork, SuperFreakonomics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: SuperFreakonomics Context triple: [Steven Levitt, notableWork, SuperFreakonomics]
-
A.
Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
-
B.
The Spirit Level
The Spirit Level is a 1996 poetry collection by Nobel laureate Seamus Heaney that reflects on balance, memory, and the political and personal landscapes of Ireland.
-
C.
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.
-
D.
Meme Wars: The Creative Destruction of Neoclassical Economics
Meme Wars: The Creative Destruction of Neoclassical Economics is a critical, visually driven book that challenges mainstream economic theory and its cultural impact through essays, graphics, and activist perspectives.
-
E.
Saving Capitalism from the Capitalists
"Saving Capitalism from the Capitalists" is an influential economic book that argues for the importance of well-regulated, inclusive financial markets in sustaining true capitalism and preventing capture by powerful interests.
- 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: SuperFreakonomics Triple: [Steven Levitt, notableWork, SuperFreakonomics]
Generated description
SuperFreakonomics is a popular economics book that uses unconventional data analysis and provocative case studies to explore human behavior and public policy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: SuperFreakonomics Target entity description: SuperFreakonomics is a popular economics book that uses unconventional data analysis and provocative case studies to explore human behavior and public policy.
-
A.
Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
-
B.
The Spirit Level
The Spirit Level is a 1996 poetry collection by Nobel laureate Seamus Heaney that reflects on balance, memory, and the political and personal landscapes of Ireland.
-
C.
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.
-
D.
Meme Wars: The Creative Destruction of Neoclassical Economics
Meme Wars: The Creative Destruction of Neoclassical Economics is a critical, visually driven book that challenges mainstream economic theory and its cultural impact through essays, graphics, and activist perspectives.
-
E.
Saving Capitalism from the Capitalists
"Saving Capitalism from the Capitalists" is an influential economic book that argues for the importance of well-regulated, inclusive financial markets in sustaining true capitalism and preventing capture by powerful interests.
- 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_69ca8424d0f08190831e2e93c6533aeb |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cd08d4c5e48190aa8c744a158e5fbb |
completed | April 1, 2026, noon |
| NED1 | Entity disambiguation (via context triple) | batch_69d0b26ae3c881909e88f0253e73f0ea |
completed | April 4, 2026, 6:40 a.m. |
| NEDg | Description generation | batch_69d0b3ba0bd88190873816ec7e7929a7 |
completed | April 4, 2026, 6:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d0b49ec4c88190a48909e7022d7e60 |
completed | April 4, 2026, 6:50 a.m. |
Created at: March 30, 2026, 7:36 p.m.