Triple

T16011630
Position Surface form Disambiguated ID Type / Status
Subject Richard Morgan E388348 entity
Predicate notableWork P4 FINISHED
Object Market Forces
Market Forces is a dystopian science fiction novel by Richard K. Morgan that explores corporate warfare, hyper-capitalism, and moral decay in a near-future society.
E1189404 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: Market Forces | Statement: [Richard Morgan, notableWork, Market Forces]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Market Forces
Context triple: [Richard Morgan, notableWork, Market Forces]
  • A. The Power of the Market
    "The Power of the Market" is a well-known chapter from Milton and Rose Friedman's book *Free to Choose* that explains how free-market mechanisms coordinate economic activity and promote individual freedom.
  • B. Power and Market
    Power and Market is an influential libertarian economic treatise by Murray Rothbard that systematically critiques government intervention and advocates for a pure free-market system.
  • C. law of markets
    The law of markets is an economic principle, commonly associated with classical economist Jean-Baptiste Say, which posits that aggregate supply inherently creates an equivalent level of aggregate demand.
  • D. Market Deeping
    Market Deeping is a small market town in Lincolnshire, England, known for its historic architecture and position near the River Welland.
  • E. Economics Rules
    "Economics Rules" is a book by economist Dani Rodrik that explains how economic models work, their strengths and limitations, and how they should be used to understand real-world problems.
  • 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: Market Forces
Triple: [Richard Morgan, notableWork, Market Forces]
Generated description
Market Forces is a dystopian science fiction novel by Richard K. Morgan that explores corporate warfare, hyper-capitalism, and moral decay in a near-future society.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Market Forces
Target entity description: Market Forces is a dystopian science fiction novel by Richard K. Morgan that explores corporate warfare, hyper-capitalism, and moral decay in a near-future society.
  • A. The Power of the Market
    "The Power of the Market" is a well-known chapter from Milton and Rose Friedman's book *Free to Choose* that explains how free-market mechanisms coordinate economic activity and promote individual freedom.
  • B. Power and Market
    Power and Market is an influential libertarian economic treatise by Murray Rothbard that systematically critiques government intervention and advocates for a pure free-market system.
  • C. law of markets
    The law of markets is an economic principle, commonly associated with classical economist Jean-Baptiste Say, which posits that aggregate supply inherently creates an equivalent level of aggregate demand.
  • D. Market Deeping
    Market Deeping is a small market town in Lincolnshire, England, known for its historic architecture and position near the River Welland.
  • E. Economics Rules
    "Economics Rules" is a book by economist Dani Rodrik that explains how economic models work, their strengths and limitations, and how they should be used to understand real-world problems.
  • 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_69d86dabcb7c8190b6a39d6831d2fa1b completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1829119648190aef5b5e84b26d898 completed April 17, 2026, 12:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffcf267a9c81908f1fa1ad117c5e2c completed May 10, 2026, 12:19 a.m.
NEDg Description generation batch_69ffd0bfc05881908d7223c52050ea14 completed May 10, 2026, 12:26 a.m.
NED2 Entity disambiguation (via description) batch_69ffd159dbcc81908ac586a6b8de57cf completed May 10, 2026, 12:29 a.m.
Created at: April 10, 2026, 4:55 a.m.