Triple

T21934808
Position Surface form Disambiguated ID Type / Status
Subject Albert O. Hirschman E541659 entity
Predicate notableWork P4 FINISHED
Object Development Projects Observed NE NERFINISHED

How this triple was built (3 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: Development Projects Observed | Statement: [Albert O. Hirschman, notableWork, Development Projects Observed]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Development Projects Observed
Context triple: [Albert O. Hirschman, notableWork, Development Projects Observed]
  • A. Government Major Projects Portfolio (in some periods)
    The Government Major Projects Portfolio is a UK government-wide collection of the largest and most complex projects and programmes, monitored centrally to track delivery, risk, and value for money.
  • B. Project 211
    Project 211 is a Chinese government initiative launched to strengthen about 100 key universities and colleges in the 21st century by prioritizing them for additional funding and development.
  • C. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • D. Problems and Projects
    Problems and Projects is a collection of influential essays by philosopher Henry Nelson Goodman that explores issues in logic, epistemology, and the philosophy of science and art.
  • E. Project Sewak
    Project Sewak is a field formation of India’s Border Roads Organisation responsible for constructing and maintaining strategic road infrastructure in sensitive border regions.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Development Projects Observed
Target entity description: Development Projects Observed is a seminal book by economist Albert O. Hirschman that analyzes why large-scale development projects often unfold unpredictably, emphasizing learning from failure, unintended consequences, and the complexity of economic development.
  • A. Government Major Projects Portfolio (in some periods)
    The Government Major Projects Portfolio is a UK government-wide collection of the largest and most complex projects and programmes, monitored centrally to track delivery, risk, and value for money.
  • B. Project 211
    Project 211 is a Chinese government initiative launched to strengthen about 100 key universities and colleges in the 21st century by prioritizing them for additional funding and development.
  • C. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • D. Problems and Projects
    Problems and Projects is a collection of influential essays by philosopher Henry Nelson Goodman that explores issues in logic, epistemology, and the philosophy of science and art.
  • E. Project Sewak
    Project Sewak is a field formation of India’s Border Roads Organisation responsible for constructing and maintaining strategic road infrastructure in sensitive border regions.
  • F. None of above. chosen

Provenance (2 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_69e0c47e2e5c81909a7f74ce3de50911 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f12402f7ac81909b14586a46d971bb completed April 28, 2026, 9:17 p.m.
Created at: April 16, 2026, 7:51 p.m.