Triple

T3064673
Position Surface form Disambiguated ID Type / Status
Subject Kerry Emanuel E62074 entity
Predicate hasWritten P2831 FINISHED
Object “What We Know About Climate Change”
“What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
E323551 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: “What We Know About Climate Change” | Statement: [Kerry Emanuel, hasWritten, “What We Know About Climate Change”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “What We Know About Climate Change”
Context triple: [Kerry Emanuel, hasWritten, “What We Know About Climate Change”]
  • A. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • B. Facing Gaia: Eight Lectures on the New Climatic Regime
    "Facing Gaia: Eight Lectures on the New Climatic Regime" is a philosophical work by Bruno Latour that rethinks humanity’s relationship with the Earth in the context of climate change and the Anthropocene.
  • C. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • D. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • E. What We Have Done
    "What We Have Done" is a prominent track from Ludwig Göransson’s score for the 2023 film *Oppenheimer*, reflecting the movie’s intense emotional and dramatic themes.
  • 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: “What We Know About Climate Change”
Triple: [Kerry Emanuel, hasWritten, “What We Know About Climate Change”]
Generated description
“What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “What We Know About Climate Change”
Target entity description: “What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
  • A. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • B. Facing Gaia: Eight Lectures on the New Climatic Regime
    "Facing Gaia: Eight Lectures on the New Climatic Regime" is a philosophical work by Bruno Latour that rethinks humanity’s relationship with the Earth in the context of climate change and the Anthropocene.
  • C. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • D. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • E. What We Have Done
    "What We Have Done" is a prominent track from Ludwig Göransson’s score for the 2023 film *Oppenheimer*, reflecting the movie’s intense emotional and dramatic themes.
  • 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_69ad85793e5c8190a358049bc4a98d8c completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ad9ea2154c8190ab243feb77170a15 completed March 8, 2026, 4:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1ef1402108190a2d24e7eb523f658 completed March 11, 2026, 10:39 p.m.
NEDg Description generation batch_69b1f2f3d120819090d28e0353d3d8da completed March 11, 2026, 10:55 p.m.
NED2 Entity disambiguation (via description) batch_69b1f365a4988190ae3ea6370a27ee72 completed March 11, 2026, 10:57 p.m.
Created at: March 8, 2026, 3:02 p.m.