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.