Triple

T10768337
Position Surface form Disambiguated ID Type / Status
Subject Bob Hepple E254010 entity
Predicate notableWork P4 FINISHED
Object Labour Laws and Global Trade
"Labour Laws and Global Trade" is a scholarly work by Bob Hepple that examines how international trade and globalization affect labor standards, workers’ rights, and the regulation of employment across borders.
E884718 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: Labour Laws and Global Trade | Statement: [Bob Hepple, notableWork, Labour Laws and Global Trade]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Labour Laws and Global Trade
Context triple: [Bob Hepple, notableWork, Labour Laws and Global Trade]
  • A. Globalization and Trade in the New Millennium
    "Globalization and Trade in the New Millennium" is a work by economist and former WTO Director-General Supachai Panitchpakdi that analyzes the challenges and opportunities of global economic integration in the 21st century.
  • B. Global Production: Firms, Contracts, and Trade Structure
    "Global Production: Firms, Contracts, and Trade Structure" is an economics book by Pol Antràs that analyzes how firm-level decisions, contractual frictions, and international trade costs shape the organization and geography of global production.
  • C. International Labour Code of Practice
    The International Labour Code of Practice is a set of guidelines issued by the International Labour Organization that provides practical standards and recommendations to improve working conditions, occupational safety, and labor practices worldwide.
  • D. international labor affairs
    International labor affairs is the field focused on labor standards, workers’ rights, and employment policies across countries, often involving global labor agreements, diplomacy, and cooperation with international organizations.
  • E. International Labour Recommendations
    International Labour Recommendations are non-binding guidelines issued by the International Labour Organization that set international standards and best practices on a wide range of labor and employment issues.
  • 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: Labour Laws and Global Trade
Triple: [Bob Hepple, notableWork, Labour Laws and Global Trade]
Generated description
"Labour Laws and Global Trade" is a scholarly work by Bob Hepple that examines how international trade and globalization affect labor standards, workers’ rights, and the regulation of employment across borders.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Labour Laws and Global Trade
Target entity description: "Labour Laws and Global Trade" is a scholarly work by Bob Hepple that examines how international trade and globalization affect labor standards, workers’ rights, and the regulation of employment across borders.
  • A. Globalization and Trade in the New Millennium
    "Globalization and Trade in the New Millennium" is a work by economist and former WTO Director-General Supachai Panitchpakdi that analyzes the challenges and opportunities of global economic integration in the 21st century.
  • B. Global Production: Firms, Contracts, and Trade Structure
    "Global Production: Firms, Contracts, and Trade Structure" is an economics book by Pol Antràs that analyzes how firm-level decisions, contractual frictions, and international trade costs shape the organization and geography of global production.
  • C. International Labour Code of Practice
    The International Labour Code of Practice is a set of guidelines issued by the International Labour Organization that provides practical standards and recommendations to improve working conditions, occupational safety, and labor practices worldwide.
  • D. international labor affairs
    International labor affairs is the field focused on labor standards, workers’ rights, and employment policies across countries, often involving global labor agreements, diplomacy, and cooperation with international organizations.
  • E. International Labour Recommendations
    International Labour Recommendations are non-binding guidelines issued by the International Labour Organization that set international standards and best practices on a wide range of labor and employment issues.
  • 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_69d6aa5f54f4819082d0bbcb6f8797e6 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d7322f9968819098b0ad54b913bfe4 completed April 9, 2026, 4:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69de236d0a78819090774656b7b492e5 completed April 14, 2026, 11:22 a.m.
NEDg Description generation batch_69de271fb08c8190a44c547083226fd8 completed April 14, 2026, 11:38 a.m.
NED2 Entity disambiguation (via description) batch_69de2cecc24c8190a240366e0600426a completed April 14, 2026, 12:02 p.m.
Created at: April 8, 2026, 9:16 p.m.