Triple
T4294785
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James Heckman |
E99683
|
entity |
| Predicate | publication |
P80
|
FINISHED |
| Object |
“Inequality in America: What Role for Human Capital Policies?”
“Inequality in America: What Role for Human Capital Policies?” is an influential work by economist James Heckman that analyzes how investments in education and skills, especially early in life, can reduce economic inequality and improve long-term social outcomes in the United States.
|
E428374
|
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: “Inequality in America: What Role for Human Capital Policies?” | Statement: [James Heckman, publication, “Inequality in America: What Role for Human Capital Policies?”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “Inequality in America: What Role for Human Capital Policies?” Context triple: [James Heckman, publication, “Inequality in America: What Role for Human Capital Policies?”]
-
A.
Inequality Reexamined
Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
-
B.
Tasks, Automation, and the Rise in US Wage Inequality
"Tasks, Automation, and the Rise in US Wage Inequality" is an economics research paper analyzing how technological change and the automation of specific job tasks have contributed to growing wage inequality in the United States.
-
C.
Interrogating Inequality
Interrogating Inequality is a key work in analytical Marxism that rigorously examines the structures and causes of social and economic inequality using tools of moral and political philosophy.
-
D.
Some Aspects of the Inequality of Incomes in Modern Communities
"Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
-
E.
On Economic Inequality
On Economic Inequality is a seminal work by Amartya Sen that analyzes the nature, measurement, and moral implications of economic inequality within and across societies.
- 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: “Inequality in America: What Role for Human Capital Policies?” Triple: [James Heckman, publication, “Inequality in America: What Role for Human Capital Policies?”]
Generated description
“Inequality in America: What Role for Human Capital Policies?” is an influential work by economist James Heckman that analyzes how investments in education and skills, especially early in life, can reduce economic inequality and improve long-term social outcomes in the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “Inequality in America: What Role for Human Capital Policies?” Target entity description: “Inequality in America: What Role for Human Capital Policies?” is an influential work by economist James Heckman that analyzes how investments in education and skills, especially early in life, can reduce economic inequality and improve long-term social outcomes in the United States.
-
A.
Inequality Reexamined
Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
-
B.
Tasks, Automation, and the Rise in US Wage Inequality
"Tasks, Automation, and the Rise in US Wage Inequality" is an economics research paper analyzing how technological change and the automation of specific job tasks have contributed to growing wage inequality in the United States.
-
C.
Interrogating Inequality
Interrogating Inequality is a key work in analytical Marxism that rigorously examines the structures and causes of social and economic inequality using tools of moral and political philosophy.
-
D.
Some Aspects of the Inequality of Incomes in Modern Communities
"Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
-
E.
On Economic Inequality
On Economic Inequality is a seminal work by Amartya Sen that analyzes the nature, measurement, and moral implications of economic inequality within and across societies.
- 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_69b3455175088190aa79c6e03b86647e |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b35083f87c8190a3d3b323e76ab575 |
completed | March 12, 2026, 11:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5c740c4a081909a63fb957f2926ae |
completed | March 14, 2026, 8:38 p.m. |
| NEDg | Description generation | batch_69b5c7d04508819087b14c5c86f1e015 |
completed | March 14, 2026, 8:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5c84ccea08190a8e7e8fa93934ea2 |
completed | March 14, 2026, 8:42 p.m. |
Created at: March 12, 2026, 11:08 p.m.