Triple
T4256344
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pascal Restrepo |
E95982
|
entity |
| Predicate | hasPublication |
P80
|
FINISHED |
| Object |
Demographics and Automation
"Demographics and Automation" is an academic work by economist Pascal Restrepo that analyzes how population aging and demographic shifts influence the adoption and impact of automation technologies in the labor market.
|
E424747
|
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: Demographics and Automation | Statement: [Pascal Restrepo, hasPublication, Demographics and Automation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Demographics and Automation Context triple: [Pascal Restrepo, hasPublication, Demographics and Automation]
-
A.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
B.
Economy and Society
Economy and Society is Max Weber’s foundational sociological treatise that systematically analyzes the structures of authority, bureaucracy, and the relationship between economy, law, and social order.
-
C.
The Age of Em: Work, Love, and Life when Robots Rule the Earth
The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
-
D.
Leisure in the Age of Technology
"Leisure in the Age of Technology" was the central theme of World Expo 88, highlighting how emerging technologies were transforming recreation, entertainment, and everyday life.
-
E.
Systems at Work
Systems at Work is a permanent exhibition at the National Postal Museum that explores the processes, technology, and people behind the operation of postal systems.
- 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: Demographics and Automation Triple: [Pascal Restrepo, hasPublication, Demographics and Automation]
Generated description
"Demographics and Automation" is an academic work by economist Pascal Restrepo that analyzes how population aging and demographic shifts influence the adoption and impact of automation technologies in the labor market.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Demographics and Automation Target entity description: "Demographics and Automation" is an academic work by economist Pascal Restrepo that analyzes how population aging and demographic shifts influence the adoption and impact of automation technologies in the labor market.
-
A.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
B.
Economy and Society
Economy and Society is Max Weber’s foundational sociological treatise that systematically analyzes the structures of authority, bureaucracy, and the relationship between economy, law, and social order.
-
C.
The Age of Em: Work, Love, and Life when Robots Rule the Earth
The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
-
D.
Leisure in the Age of Technology
"Leisure in the Age of Technology" was the central theme of World Expo 88, highlighting how emerging technologies were transforming recreation, entertainment, and everyday life.
-
E.
Systems at Work
Systems at Work is a permanent exhibition at the National Postal Museum that explores the processes, technology, and people behind the operation of postal systems.
- 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_69b3453f759881909b91f01a1e82c036 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b34ec1971c81908f7a72418efa8bcc |
completed | March 12, 2026, 11:39 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5a88a68f081909e5bae5b0414f534 |
completed | March 14, 2026, 6:27 p.m. |
| NEDg | Description generation | batch_69b5a94e637881909a20bb1df0cd5768 |
completed | March 14, 2026, 6:30 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5a9d9b28081909d7dc97b02209318 |
completed | March 14, 2026, 6:32 p.m. |
Created at: March 12, 2026, 11:06 p.m.