Triple

T4177671
Position Surface form Disambiguated ID Type / Status
Subject Amory B. Lovins E86515 entity
Predicate notableWork P4 FINISHED
Object Soft Energy Paths: Toward a Durable Peace
Soft Energy Paths: Toward a Durable Peace is a seminal 1977 book by Amory B. Lovins that advocates for a transition to renewable, decentralized energy systems as a foundation for environmental sustainability and global peace.
E419391 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: Soft Energy Paths: Toward a Durable Peace | Statement: [Amory B. Lovins, notableWork, Soft Energy Paths: Toward a Durable Peace]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Soft Energy Paths: Toward a Durable Peace
Context triple: [Amory B. Lovins, notableWork, Soft Energy Paths: Toward a Durable Peace]
  • A. The New Dimensions of Peace
    The New Dimensions of Peace is a political and diplomatic analysis book by American statesman Chester Bowles that explores strategies for achieving lasting international peace in the post–World War II era.
  • B. Peace and War: A Theory of International Relations
    Peace and War: A Theory of International Relations is a seminal work of political philosophy and international relations that analyzes the dynamics of power, diplomacy, and conflict among states in the modern world.
  • C. Wilson’s Ghost: Reducing the Risk of Conflict, Killing, and Catastrophe in the 21st Century
    "Wilson’s Ghost: Reducing the Risk of Conflict, Killing, and Catastrophe in the 21st Century" is a non-fiction book co-authored by former U.S. Defense Secretary Robert McNamara that reflects on lessons from 20th-century warfare to propose strategies for preventing large-scale conflict and mass violence in the modern world.
  • D. Roadmap for Peace
    The Roadmap for Peace is a U.S.-backed international plan launched in the early 2000s that outlined phased steps toward resolving the Israeli–Palestinian conflict and establishing a two-state solution.
  • E. An Agenda for Peace
    An Agenda for Peace is a landmark 1992 United Nations report by Secretary-General Boutros Boutros-Ghali that outlined a comprehensive post–Cold War vision for preventive diplomacy, peacemaking, and peacekeeping.
  • 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: Soft Energy Paths: Toward a Durable Peace
Triple: [Amory B. Lovins, notableWork, Soft Energy Paths: Toward a Durable Peace]
Generated description
Soft Energy Paths: Toward a Durable Peace is a seminal 1977 book by Amory B. Lovins that advocates for a transition to renewable, decentralized energy systems as a foundation for environmental sustainability and global peace.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Soft Energy Paths: Toward a Durable Peace
Target entity description: Soft Energy Paths: Toward a Durable Peace is a seminal 1977 book by Amory B. Lovins that advocates for a transition to renewable, decentralized energy systems as a foundation for environmental sustainability and global peace.
  • A. The New Dimensions of Peace
    The New Dimensions of Peace is a political and diplomatic analysis book by American statesman Chester Bowles that explores strategies for achieving lasting international peace in the post–World War II era.
  • B. Peace and War: A Theory of International Relations
    Peace and War: A Theory of International Relations is a seminal work of political philosophy and international relations that analyzes the dynamics of power, diplomacy, and conflict among states in the modern world.
  • C. Wilson’s Ghost: Reducing the Risk of Conflict, Killing, and Catastrophe in the 21st Century
    "Wilson’s Ghost: Reducing the Risk of Conflict, Killing, and Catastrophe in the 21st Century" is a non-fiction book co-authored by former U.S. Defense Secretary Robert McNamara that reflects on lessons from 20th-century warfare to propose strategies for preventing large-scale conflict and mass violence in the modern world.
  • D. Roadmap for Peace
    The Roadmap for Peace is a U.S.-backed international plan launched in the early 2000s that outlined phased steps toward resolving the Israeli–Palestinian conflict and establishing a two-state solution.
  • E. An Agenda for Peace
    An Agenda for Peace is a landmark 1992 United Nations report by Secretary-General Boutros Boutros-Ghali that outlined a comprehensive post–Cold War vision for preventive diplomacy, peacemaking, and peacekeeping.
  • 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_69aed93de98c8190ad838ce507b77c8a completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af02ec20fc8190b6f30576337e0ddc completed March 9, 2026, 5:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69b589f2d7988190b59f0f119f66c046 completed March 14, 2026, 4:16 p.m.
NEDg Description generation batch_69b58b22a1d88190a16e1c1e41291f5a completed March 14, 2026, 4:21 p.m.
NED2 Entity disambiguation (via description) batch_69b58b8bfb288190a097942b5b8c366e completed March 14, 2026, 4:23 p.m.
Created at: March 9, 2026, 3:45 p.m.