Triple

T5383645
Position Surface form Disambiguated ID Type / Status
Subject How to Avoid a Climate Disaster E113149 entity
Predicate subtitle P2765 FINISHED
Object The Solutions We Have and the Breakthroughs We Need
"The Solutions We Have and the Breakthroughs We Need" is the subtitle of Bill Gates's book *How to Avoid a Climate Disaster*, emphasizing its focus on existing tools and future innovations needed to tackle climate change.
E515551 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 Solutions We Have and the Breakthroughs We Need | Statement: [How to Avoid a Climate Disaster, subtitle, The Solutions We Have and the Breakthroughs We Need]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Solutions We Have and the Breakthroughs We Need
Context triple: [How to Avoid a Climate Disaster, subtitle, The Solutions We Have and the Breakthroughs We Need]
  • A. Unstoppable: Harnessing Science to Change the World
    Unstoppable: Harnessing Science to Change the World is a popular science book by Bill Nye that explains key scientific concepts and advocates for using science and innovation to address global challenges like climate change.
  • B. Reinventing Fire
    Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
  • C. Redefining the Possible
    Redefining the Possible is the official motto of California State University, Sacramento, expressing the institution’s commitment to expanding opportunities and challenging traditional limits in higher education.
  • D. Breakthrough Energy
    Breakthrough Energy is a clean-energy investment and innovation initiative focused on accelerating the development and deployment of technologies to reduce global greenhouse gas emissions.
  • E. The Future of Power
    The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
  • 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 Solutions We Have and the Breakthroughs We Need
Triple: [How to Avoid a Climate Disaster, subtitle, The Solutions We Have and the Breakthroughs We Need]
Generated description
"The Solutions We Have and the Breakthroughs We Need" is the subtitle of Bill Gates's book *How to Avoid a Climate Disaster*, emphasizing its focus on existing tools and future innovations needed to tackle climate change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Solutions We Have and the Breakthroughs We Need
Target entity description: "The Solutions We Have and the Breakthroughs We Need" is the subtitle of Bill Gates's book *How to Avoid a Climate Disaster*, emphasizing its focus on existing tools and future innovations needed to tackle climate change.
  • A. Unstoppable: Harnessing Science to Change the World
    Unstoppable: Harnessing Science to Change the World is a popular science book by Bill Nye that explains key scientific concepts and advocates for using science and innovation to address global challenges like climate change.
  • B. Reinventing Fire
    Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
  • C. Redefining the Possible
    Redefining the Possible is the official motto of California State University, Sacramento, expressing the institution’s commitment to expanding opportunities and challenging traditional limits in higher education.
  • D. Breakthrough Energy
    Breakthrough Energy is a clean-energy investment and innovation initiative focused on accelerating the development and deployment of technologies to reduce global greenhouse gas emissions.
  • E. The Future of Power
    The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
  • 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_69bd4436a1988190af18dcff7fd306b4 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd86f39edc81908e53973cef1bc0f3 completed March 20, 2026, 5:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf295030b081909bea5e946aac098b completed March 21, 2026, 11:27 p.m.
NEDg Description generation batch_69bf2a09891c81908509695a41d1aa02 completed March 21, 2026, 11:30 p.m.
NED2 Entity disambiguation (via description) batch_69bf2ad592f48190846af024253a2eff completed March 21, 2026, 11:33 p.m.
Created at: March 20, 2026, 2:03 p.m.