Triple
T4256346
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pascal Restrepo |
E95982
|
entity |
| Predicate | hasPublication |
P80
|
FINISHED |
| Object |
Artificial Intelligence, Automation, and Work
"Artificial Intelligence, Automation, and Work" is a scholarly publication examining how advances in AI and automation technologies affect labor markets, employment, and the nature of work.
|
E424748
|
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: Artificial Intelligence, Automation, and Work | Statement: [Pascal Restrepo, hasPublication, Artificial Intelligence, Automation, and Work]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Artificial Intelligence, Automation, and Work Context triple: [Pascal Restrepo, hasPublication, Artificial Intelligence, Automation, and Work]
-
A.
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.
-
B.
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.
-
C.
The Intelligent Individual and Society
"The Intelligent Individual and Society" is a philosophical work by Nobel Prize–winning physicist Percy W. Bridgman that explores the role, responsibilities, and challenges of the rational individual within modern social and political structures.
-
D.
The Age of Intelligent Machines
The Age of Intelligent Machines is a 1990 book by futurist Ray Kurzweil that explores the history, current state, and future implications of artificial intelligence and computing.
-
E.
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.
- 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: Artificial Intelligence, Automation, and Work Triple: [Pascal Restrepo, hasPublication, Artificial Intelligence, Automation, and Work]
Generated description
"Artificial Intelligence, Automation, and Work" is a scholarly publication examining how advances in AI and automation technologies affect labor markets, employment, and the nature of work.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Artificial Intelligence, Automation, and Work Target entity description: "Artificial Intelligence, Automation, and Work" is a scholarly publication examining how advances in AI and automation technologies affect labor markets, employment, and the nature of work.
-
A.
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.
-
B.
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.
-
C.
The Intelligent Individual and Society
"The Intelligent Individual and Society" is a philosophical work by Nobel Prize–winning physicist Percy W. Bridgman that explores the role, responsibilities, and challenges of the rational individual within modern social and political structures.
-
D.
The Age of Intelligent Machines
The Age of Intelligent Machines is a 1990 book by futurist Ray Kurzweil that explores the history, current state, and future implications of artificial intelligence and computing.
-
E.
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.
- 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.