Triple

T6508723
Position Surface form Disambiguated ID Type / Status
Subject Expo 93 E150074 entity
Predicate theme P261 FINISHED
Object The Challenge of a New Road of Development
"The Challenge of a New Road of Development" was the central theme of Expo 93, focusing on sustainable progress, innovation, and new pathways for global development.
E601283 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: The Challenge of a New Road of Development | Statement: [Expo 93, theme, The Challenge of a New Road of Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Challenge of a New Road of Development
Context triple: [Expo 93, theme, The Challenge of a New Road of Development]
  • A. Perspectives on Global Development
    Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.
  • B. Resurgent Asia: Diversity in Development
    Resurgent Asia: Diversity in Development is a scholarly book by economist Deepak Nayyar that analyzes Asia’s economic rise, emphasizing the varied historical paths, policies, and development experiences across Asian countries.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • E. Liberalization and Development
    "Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
  • 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: The Challenge of a New Road of Development
Triple: [Expo 93, theme, The Challenge of a New Road of Development]
Generated description
"The Challenge of a New Road of Development" was the central theme of Expo 93, focusing on sustainable progress, innovation, and new pathways for global development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Challenge of a New Road of Development
Target entity description: "The Challenge of a New Road of Development" was the central theme of Expo 93, focusing on sustainable progress, innovation, and new pathways for global development.
  • A. Perspectives on Global Development
    Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.
  • B. Resurgent Asia: Diversity in Development
    Resurgent Asia: Diversity in Development is a scholarly book by economist Deepak Nayyar that analyzes Asia’s economic rise, emphasizing the varied historical paths, policies, and development experiences across Asian countries.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • E. Liberalization and Development
    "Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
  • 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_69c687ef291081909d437f035eef1cda completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c69f386aa08190bfc8592a92ec6339 completed March 27, 2026, 3:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cb5782fc8190a56b714bbc007490 completed March 27, 2026, 6:24 p.m.
NEDg Description generation batch_69c6cd88f66c81909b364a816aeee8bf completed March 27, 2026, 6:33 p.m.
NED2 Entity disambiguation (via description) batch_69c6ce3a53cc8190a40d696a22ec65f4 completed March 27, 2026, 6:36 p.m.
Created at: March 27, 2026, 1:43 p.m.