Triple

T14393846
Position Surface form Disambiguated ID Type / Status
Subject Jon Kleinberg E356907 entity
Predicate authorOf P4244 FINISHED
Object Networks, Crowds, and Markets: Reasoning About a Highly Connected World
"Networks, Crowds, and Markets: Reasoning About a Highly Connected World" is an interdisciplinary textbook that introduces the mathematical and conceptual foundations of network science, game theory, and market dynamics in complex social and economic systems.
E1096536 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: Networks, Crowds, and Markets: Reasoning About a Highly Connected World | Statement: [Jon Kleinberg, authorOf, Networks, Crowds, and Markets: Reasoning About a Highly Connected World]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Networks, Crowds, and Markets: Reasoning About a Highly Connected World
Context triple: [Jon Kleinberg, authorOf, Networks, Crowds, and Markets: Reasoning About a Highly Connected World]
  • A. Communication Nets: Stochastic Message Flow and Delay
    "Communication Nets: Stochastic Message Flow and Delay" is a foundational book in queueing theory and computer networking that rigorously analyzes message traffic and delays in communication networks.
  • B. Complex Networks
    Complex Networks is a scientific conference focused on the study and analysis of complex network structures and dynamics across disciplines such as physics, computer science, and social sciences.
  • C. The Wealth of Networks
    The Wealth of Networks is a seminal book by legal scholar Yochai Benkler that analyzes how digital technologies and peer production transform the economy, culture, and democratic participation.
  • D. Graph Algorithms (book)
    "Graph Algorithms" is a foundational textbook by Shimon Even that systematically presents the theory, design, and analysis of algorithms for solving fundamental problems on graphs.
  • E. Introduction to Mathematical Sociology
    Introduction to Mathematical Sociology is a foundational book that systematically applies mathematical models and formal reasoning to the study of social structures and processes.
  • 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: Networks, Crowds, and Markets: Reasoning About a Highly Connected World
Triple: [Jon Kleinberg, authorOf, Networks, Crowds, and Markets: Reasoning About a Highly Connected World]
Generated description
"Networks, Crowds, and Markets: Reasoning About a Highly Connected World" is an interdisciplinary textbook that introduces the mathematical and conceptual foundations of network science, game theory, and market dynamics in complex social and economic systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Networks, Crowds, and Markets: Reasoning About a Highly Connected World
Target entity description: "Networks, Crowds, and Markets: Reasoning About a Highly Connected World" is an interdisciplinary textbook that introduces the mathematical and conceptual foundations of network science, game theory, and market dynamics in complex social and economic systems.
  • A. Communication Nets: Stochastic Message Flow and Delay
    "Communication Nets: Stochastic Message Flow and Delay" is a foundational book in queueing theory and computer networking that rigorously analyzes message traffic and delays in communication networks.
  • B. Complex Networks
    Complex Networks is a scientific conference focused on the study and analysis of complex network structures and dynamics across disciplines such as physics, computer science, and social sciences.
  • C. The Wealth of Networks
    The Wealth of Networks is a seminal book by legal scholar Yochai Benkler that analyzes how digital technologies and peer production transform the economy, culture, and democratic participation.
  • D. Graph Algorithms (book)
    "Graph Algorithms" is a foundational textbook by Shimon Even that systematically presents the theory, design, and analysis of algorithms for solving fundamental problems on graphs.
  • E. Introduction to Mathematical Sociology
    Introduction to Mathematical Sociology is a foundational book that systematically applies mathematical models and formal reasoning to the study of social structures and processes.
  • 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_69d827927c988190ad98bb0360981783 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de902d114881908a8f3c01b3c6d309 completed April 14, 2026, 7:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd551b006c8190b84449f2e2b59b62 completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd55d90ed08190b6a0184715f39ff4 completed May 8, 2026, 3:17 a.m.
NED2 Entity disambiguation (via description) batch_69fd565d32fc8190acc1e733537a23cb completed May 8, 2026, 3:19 a.m.
Created at: April 10, 2026, 1:16 a.m.