Triple

T874988
Position Surface form Disambiguated ID Type / Status
Subject Klaus Schwab E18896 entity
Predicate notableWork P4 FINISHED
Object The Fourth Industrial Revolution E18635 NE FINISHED

How this triple was built (2 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: The Fourth Industrial Revolution | Statement: [Klaus Schwab, notableWork, The Fourth Industrial Revolution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: The Fourth Industrial Revolution
Context triple: [Klaus Schwab, notableWork, The Fourth Industrial Revolution]
  • A. Fourth Industrial Revolution chosen
    The Fourth Industrial Revolution refers to the current era of rapid, transformative technological change—driven by advances such as artificial intelligence, robotics, the Internet of Things, and biotechnology—that is reshaping economies, industries, and societies worldwide.
  • B. The Master Switch: The Rise and Fall of Information Empires
    The Master Switch: The Rise and Fall of Information Empires is a nonfiction book that examines the recurring cycle of openness and monopolistic control in communications and information industries throughout modern history.
  • C. Third Industrial Revolution
    The Third Industrial Revolution refers to the late 20th-century shift toward digital technologies, electronics, and information systems that transformed manufacturing, communication, and global economies.
  • D. Power and Progress: Our Thousand-Year Struggle Over Technology and Prosperity
    "Power and Progress: Our Thousand-Year Struggle Over Technology and Prosperity" is a historical and economic analysis that examines how technological advances have shaped inequality, political power, and shared prosperity over the past millennium.
  • E. The Future of Ideas
    The Future of Ideas is a book by legal scholar Lawrence Lessig that examines how excessive intellectual property regulation threatens innovation, creativity, and the openness of the digital commons.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69a4938db1f081909bcd1ad2713b6096 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4acae12948190923d31966c26a130 completed March 1, 2026, 9:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7b8520a008190a15bdb93e8ce2438 completed March 4, 2026, 4:42 a.m.
Created at: March 1, 2026, 7:39 p.m.