Triple

T6164416
Position Surface form Disambiguated ID Type / Status
Subject Stefano Zamagni E137520 entity
Predicate notableWork P4 FINISHED
Object The Economics of Reciprocity
The Economics of Reciprocity is a scholarly work that analyzes how reciprocal behavior and social norms influence economic interactions and outcomes beyond purely self-interested market models.
E573595 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 Economics of Reciprocity | Statement: [Stefano Zamagni, notableWork, The Economics of Reciprocity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Economics of Reciprocity
Context triple: [Stefano Zamagni, notableWork, The Economics of Reciprocity]
  • A. 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.
  • B. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • C. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • D. 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.
  • E. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • 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 Economics of Reciprocity
Triple: [Stefano Zamagni, notableWork, The Economics of Reciprocity]
Generated description
The Economics of Reciprocity is a scholarly work that analyzes how reciprocal behavior and social norms influence economic interactions and outcomes beyond purely self-interested market models.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Economics of Reciprocity
Target entity description: The Economics of Reciprocity is a scholarly work that analyzes how reciprocal behavior and social norms influence economic interactions and outcomes beyond purely self-interested market models.
  • A. 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.
  • B. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • C. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • D. 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.
  • E. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • 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_69c008a54fc88190b6ce4416490ca79d completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05d6036f88190a4bf540e7fe8d48d completed March 22, 2026, 9:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69c1419e7f0481908b7ce6f36871f1ad completed March 23, 2026, 1:35 p.m.
NEDg Description generation batch_69c14855288881909b842db040fe5c54 completed March 23, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69c148d16c048190a473e8f49df43705 completed March 23, 2026, 2:06 p.m.
Created at: March 22, 2026, 4:17 p.m.