Triple

T307832
Position Surface form Disambiguated ID Type / Status
Subject Jared Diamond E6340 entity
Predicate notableWork P4 FINISHED
Object Collapse: How Societies Choose to Fail or Succeed
Collapse: How Societies Choose to Fail or Succeed is a 2005 non-fiction book by Jared Diamond that analyzes why past and present societies have collapsed or survived, focusing on environmental and societal factors.
E39592 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: Collapse: How Societies Choose to Fail or Succeed | Statement: [Jared Diamond, notableWork, Collapse: How Societies Choose to Fail or Succeed]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Collapse: How Societies Choose to Fail or Succeed
Context triple: [Jared Diamond, notableWork, Collapse: How Societies Choose to Fail or Succeed]
  • A. The Shock Doctrine
    The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
  • B. Guns, Germs, and Steel
    Guns, Germs, and Steel is a widely influential book by Jared Diamond that explores how geography, environment, and the distribution of domesticable plants and animals shaped the unequal development of human societies.
  • C. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • D. Consilience: The Unity of Knowledge
    Consilience: The Unity of Knowledge is a 1998 book by biologist Edward O. Wilson that argues for the unification of the natural sciences, social sciences, and humanities into a single, coherent framework of knowledge.
  • E. Triumph of the Market
    Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
  • 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: Collapse: How Societies Choose to Fail or Succeed
Triple: [Jared Diamond, notableWork, Collapse: How Societies Choose to Fail or Succeed]
Generated description
Collapse: How Societies Choose to Fail or Succeed is a 2005 non-fiction book by Jared Diamond that analyzes why past and present societies have collapsed or survived, focusing on environmental and societal factors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Collapse: How Societies Choose to Fail or Succeed
Target entity description: Collapse: How Societies Choose to Fail or Succeed is a 2005 non-fiction book by Jared Diamond that analyzes why past and present societies have collapsed or survived, focusing on environmental and societal factors.
  • A. The Shock Doctrine
    The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
  • B. Guns, Germs, and Steel
    Guns, Germs, and Steel is a widely influential book by Jared Diamond that explores how geography, environment, and the distribution of domesticable plants and animals shaped the unequal development of human societies.
  • C. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • D. Consilience: The Unity of Knowledge
    Consilience: The Unity of Knowledge is a 1998 book by biologist Edward O. Wilson that argues for the unification of the natural sciences, social sciences, and humanities into a single, coherent framework of knowledge.
  • E. Triumph of the Market
    Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
  • 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_69a2e79230508190b912ecb555aae17e completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2ea3289608190a36c20a47761c6e4 completed Feb. 28, 2026, 1:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3b4744d188190a38831b251ca4901 completed March 1, 2026, 3:37 a.m.
NEDg Description generation batch_69a3b544d6b081908b11d83449f40e67 completed March 1, 2026, 3:40 a.m.
NED2 Entity disambiguation (via description) batch_69a3b5b7c9a48190afea4c39ab702fb9 completed March 1, 2026, 3:42 a.m.
Created at: Feb. 28, 2026, 1:06 p.m.