Triple
T9303499
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Steven Levitt |
E223824
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Freakonomics
Freakonomics is a bestselling pop-economics book that uses unconventional case studies and data analysis to reveal surprising insights about human behavior and incentives.
|
E790045
|
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: Freakonomics | Statement: [Steven Levitt, notableWork, Freakonomics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Freakonomics Context triple: [Steven Levitt, notableWork, Freakonomics]
-
A.
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.
-
B.
Outliers
Outliers is a bestselling non-fiction book by Malcolm Gladwell that explores the hidden factors and cultural contexts that contribute to high levels of success.
-
C.
The Tipping Point
The Tipping Point is a 2004 studio album by hip-hop band The Roots that blends socially conscious lyrics with live-instrumentation and experimental production.
-
D.
The Tipping Point
The Tipping Point is a bestselling non-fiction book by Malcolm Gladwell that explores how small, seemingly minor actions or events can trigger large-scale social change and trends.
-
E.
Nudge
Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
- 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: Freakonomics Triple: [Steven Levitt, notableWork, Freakonomics]
Generated description
Freakonomics is a bestselling pop-economics book that uses unconventional case studies and data analysis to reveal surprising insights about human behavior and incentives.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Freakonomics Target entity description: Freakonomics is a bestselling pop-economics book that uses unconventional case studies and data analysis to reveal surprising insights about human behavior and incentives.
-
A.
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.
-
B.
Outliers
Outliers is a bestselling non-fiction book by Malcolm Gladwell that explores the hidden factors and cultural contexts that contribute to high levels of success.
-
C.
The Tipping Point
The Tipping Point is a 2004 studio album by hip-hop band The Roots that blends socially conscious lyrics with live-instrumentation and experimental production.
-
D.
The Tipping Point
The Tipping Point is a bestselling non-fiction book by Malcolm Gladwell that explores how small, seemingly minor actions or events can trigger large-scale social change and trends.
-
E.
Nudge
Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
- 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.