Triple
T19758441
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | World Economic Forum |
E474562
|
entity |
| Predicate | hasPublication |
P80
|
FINISHED |
| Object |
Future of Jobs Report
The Future of Jobs Report is a World Economic Forum publication that analyzes emerging labor market trends, the impact of technology on employment, and the skills likely to be in demand in the coming years.
|
E1394595
|
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: Future of Jobs Report | Statement: [World Economic Forum, hasPublication, Future of Jobs Report]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Future of Jobs Report Context triple: [World Economic Forum, hasPublication, Future of Jobs Report]
-
A.
Knowledge and Skills for the Future
"Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
-
B.
Occupational Outlook Handbook
The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
-
C.
The Future of Business
"The Future of Business" is a book by American entrepreneur and economist Roger W. Babson that explores trends and principles shaping the evolution of commerce and industry.
-
D.
OECD Skills Strategy
The OECD Skills Strategy is a policy framework developed by the Organisation for Economic Co-operation and Development to help countries design and implement comprehensive approaches for developing, activating, and effectively using people’s skills to promote economic growth and social inclusion.
-
E.
The Globotics Upheaval
The Globotics Upheaval is a book by economist Richard Baldwin that analyzes how globalization and rapid advances in digital technologies and automation are transforming labor markets and threatening many white-collar jobs.
- 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: Future of Jobs Report Triple: [World Economic Forum, hasPublication, Future of Jobs Report]
Generated description
The Future of Jobs Report is a World Economic Forum publication that analyzes emerging labor market trends, the impact of technology on employment, and the skills likely to be in demand in the coming years.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Future of Jobs Report Target entity description: The Future of Jobs Report is a World Economic Forum publication that analyzes emerging labor market trends, the impact of technology on employment, and the skills likely to be in demand in the coming years.
-
A.
Knowledge and Skills for the Future
"Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
-
B.
Occupational Outlook Handbook
The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
-
C.
The Future of Business
"The Future of Business" is a book by American entrepreneur and economist Roger W. Babson that explores trends and principles shaping the evolution of commerce and industry.
-
D.
OECD Skills Strategy
The OECD Skills Strategy is a policy framework developed by the Organisation for Economic Co-operation and Development to help countries design and implement comprehensive approaches for developing, activating, and effectively using people’s skills to promote economic growth and social inclusion.
-
E.
The Globotics Upheaval
The Globotics Upheaval is a book by economist Richard Baldwin that analyzes how globalization and rapid advances in digital technologies and automation are transforming labor markets and threatening many white-collar jobs.
- 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_69d8e51940a0819087bd2996f98da668 |
completed | April 10, 2026, 11:55 a.m. |
| NER | Named-entity recognition | batch_69e6531d711c8190996fcf967c39c523 |
completed | April 20, 2026, 4:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a07bd69f9a481909c82253039af1ec1 |
completed | May 16, 2026, 12:42 a.m. |
| NEDg | Description generation | batch_6a07be1380608190b1efcd97a4bd0c15 |
completed | May 16, 2026, 12:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a07bfb095b08190a23710cf78a2b923 |
completed | May 16, 2026, 12:52 a.m. |
Created at: April 10, 2026, 1:48 p.m.