Triple

T5235656
Position Surface form Disambiguated ID Type / Status
Subject Pranab Bardhan E118213 entity
Predicate notableWork P4 FINISHED
Object Scarcity, Conflicts, and Cooperation
"Scarcity, Conflicts, and Cooperation" is an influential book by economist Pranab Bardhan that analyzes how resource scarcity shapes social conflict and collective action, particularly in developing economies.
E505412 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: Scarcity, Conflicts, and Cooperation | Statement: [Pranab Bardhan, notableWork, Scarcity, Conflicts, and Cooperation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Scarcity, Conflicts, and Cooperation
Context triple: [Pranab Bardhan, notableWork, Scarcity, Conflicts, and Cooperation]
  • A. 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.
  • B. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • C. The International Anarchy
    The International Anarchy is a 1916 political study by Goldsworthy Lowes Dickinson that analyzes the causes of World War I and critiques the unregulated system of rival nation-states.
  • D. After Hegemony: Cooperation and Discord in the World Political Economy
    After Hegemony: Cooperation and Discord in the World Political Economy is a seminal work of neoliberal institutionalist theory in international relations that explains how states achieve cooperation through international institutions even in the absence of a dominant hegemonic power.
  • E. Governing the Commons
    Governing the Commons is a seminal book by political economist Elinor Ostrom that analyzes how communities successfully manage shared resources without relying solely on privatization or government control.
  • 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: Scarcity, Conflicts, and Cooperation
Triple: [Pranab Bardhan, notableWork, Scarcity, Conflicts, and Cooperation]
Generated description
"Scarcity, Conflicts, and Cooperation" is an influential book by economist Pranab Bardhan that analyzes how resource scarcity shapes social conflict and collective action, particularly in developing economies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Scarcity, Conflicts, and Cooperation
Target entity description: "Scarcity, Conflicts, and Cooperation" is an influential book by economist Pranab Bardhan that analyzes how resource scarcity shapes social conflict and collective action, particularly in developing economies.
  • A. 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.
  • B. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • C. The International Anarchy
    The International Anarchy is a 1916 political study by Goldsworthy Lowes Dickinson that analyzes the causes of World War I and critiques the unregulated system of rival nation-states.
  • D. After Hegemony: Cooperation and Discord in the World Political Economy
    After Hegemony: Cooperation and Discord in the World Political Economy is a seminal work of neoliberal institutionalist theory in international relations that explains how states achieve cooperation through international institutions even in the absence of a dominant hegemonic power.
  • E. Governing the Commons
    Governing the Commons is a seminal book by political economist Elinor Ostrom that analyzes how communities successfully manage shared resources without relying solely on privatization or government control.
  • 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_69bd4467db0881909b3b0982df32cc8f completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7b064b6881909f5746f55aa422c6 completed March 20, 2026, 4:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69bef81cca948190ab00302787367f43 completed March 21, 2026, 7:57 p.m.
NEDg Description generation batch_69befa15850481908fd414672620e0a3 completed March 21, 2026, 8:05 p.m.
NED2 Entity disambiguation (via description) batch_69befa65a42c81908b8fe5661e9567cb completed March 21, 2026, 8:07 p.m.
Created at: March 20, 2026, 1:49 p.m.