Triple

T20969861
Position Surface form Disambiguated ID Type / Status
Subject Irwin Redlener E516464 entity
Predicate notableWork P4 FINISHED
Object Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now
"Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now" is a non-fiction book that analyzes the United States’ vulnerability to large-scale disasters and proposes reforms to improve national preparedness and response.
E1460519 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: Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now | Statement: [Irwin Redlener, notableWork, Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now
Context triple: [Irwin Redlener, notableWork, Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now]
  • A. The New Nature of the Catastrophe
    The New Nature of the Catastrophe is a collection of science fiction stories featuring Michael Moorcock’s multiverse antihero Jerry Cornelius in surreal, experimental adventures.
  • B. Three Years of Natural Disasters
    Three Years of Natural Disasters refers to the catastrophic Great Chinese Famine of 1959–1961, during which tens of millions of people in China died due to a combination of policy failures and adverse conditions.
  • C. Modern Day Catastrophists
    "Modern Day Catastrophists" is a punk rock song by Bad Religion from their 1993 album *Recipe for Hate*, reflecting the band's characteristic socially and politically critical themes.
  • D. Field Notes from a Catastrophe
    Field Notes from a Catastrophe is a nonfiction book by Elizabeth Kolbert that examines the science, evidence, and early impacts of human-driven climate change around the world.
  • E. When Disaster Strikes...
    "When Disaster Strikes..." is the second studio album by American rapper Busta Rhymes, noted for its energetic delivery, inventive wordplay, and late-1990s East Coast hip-hop sound.
  • 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: Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now
Triple: [Irwin Redlener, notableWork, Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now]
Generated description
"Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now" is a non-fiction book that analyzes the United States’ vulnerability to large-scale disasters and proposes reforms to improve national preparedness and response.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now
Target entity description: "Americans at Risk: Why We Are Not Prepared for Megadisasters and What We Can Do Now" is a non-fiction book that analyzes the United States’ vulnerability to large-scale disasters and proposes reforms to improve national preparedness and response.
  • A. The New Nature of the Catastrophe
    The New Nature of the Catastrophe is a collection of science fiction stories featuring Michael Moorcock’s multiverse antihero Jerry Cornelius in surreal, experimental adventures.
  • B. Three Years of Natural Disasters
    Three Years of Natural Disasters refers to the catastrophic Great Chinese Famine of 1959–1961, during which tens of millions of people in China died due to a combination of policy failures and adverse conditions.
  • C. Modern Day Catastrophists
    "Modern Day Catastrophists" is a punk rock song by Bad Religion from their 1993 album *Recipe for Hate*, reflecting the band's characteristic socially and politically critical themes.
  • D. Field Notes from a Catastrophe
    Field Notes from a Catastrophe is a nonfiction book by Elizabeth Kolbert that examines the science, evidence, and early impacts of human-driven climate change around the world.
  • E. When Disaster Strikes...
    "When Disaster Strikes..." is the second studio album by American rapper Busta Rhymes, noted for its energetic delivery, inventive wordplay, and late-1990s East Coast hip-hop sound.
  • 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_69e0b4fee5ac8190875fa9ceba1a5e5e completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6fb9f53e88190847f93e0bbca6ea0 completed April 21, 2026, 4:22 a.m.
NED1 Entity disambiguation (via context triple) batch_6a092fb3e5088190bf842c0e7aabc14d completed May 17, 2026, 3:02 a.m.
NEDg Description generation batch_6a0930a5cffc8190a7d1cc19e5cacf49 completed May 17, 2026, 3:06 a.m.
NED2 Entity disambiguation (via description) batch_6a093133c77c8190a9e0326980c7717f completed May 17, 2026, 3:08 a.m.
Created at: April 16, 2026, 1:43 p.m.