Triple

T7564454
Position Surface form Disambiguated ID Type / Status
Subject Ronald G. Larson E178876 entity
Predicate hasWritten P2831 FINISHED
Object “The Structure and Rheology of Complex Fluids”
“The Structure and Rheology of Complex Fluids” is a comprehensive textbook that explains the microstructural basis and flow behavior of complex fluids such as polymers, colloids, and surfactant solutions.
E674075 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 Structure and Rheology of Complex Fluids” | Statement: [Ronald G. Larson, hasWritten, “The Structure and Rheology of Complex Fluids”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “The Structure and Rheology of Complex Fluids”
Context triple: [Ronald G. Larson, hasWritten, “The Structure and Rheology of Complex Fluids”]
  • A. Dynamics of Polymeric Liquids
    Dynamics of Polymeric Liquids is a foundational textbook in rheology and polymer science that rigorously develops the theory and mathematical modeling of the flow and deformation behavior of polymeric fluids.
  • B. Dynamics of Nonhomogeneous Fluids
    Dynamics of Nonhomogeneous Fluids is a seminal scientific monograph by Chia-Shun Yih that develops the theoretical foundations of fluid motion in media with spatially varying density and related properties.
  • C. Journal of Rheology
    The Journal of Rheology is a peer-reviewed scientific journal that publishes research on the deformation and flow of matter, including the rheological behavior of complex fluids and soft solids.
  • D. Flory–Stockmayer theory of gelation
    The Flory–Stockmayer theory of gelation is a foundational mathematical framework in polymer chemistry that predicts when a reacting system of multifunctional monomers will form an infinite, crosslinked network (a gel).
  • E. On the theories of the internal friction of fluids in motion
    "On the theories of the internal friction of fluids in motion" is a foundational scientific paper by George Gabriel Stokes that established key principles of fluid dynamics and viscosity, leading to what is now known as the Navier–Stokes equations.
  • 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 Structure and Rheology of Complex Fluids”
Triple: [Ronald G. Larson, hasWritten, “The Structure and Rheology of Complex Fluids”]
Generated description
“The Structure and Rheology of Complex Fluids” is a comprehensive textbook that explains the microstructural basis and flow behavior of complex fluids such as polymers, colloids, and surfactant solutions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “The Structure and Rheology of Complex Fluids”
Target entity description: “The Structure and Rheology of Complex Fluids” is a comprehensive textbook that explains the microstructural basis and flow behavior of complex fluids such as polymers, colloids, and surfactant solutions.
  • A. Dynamics of Polymeric Liquids
    Dynamics of Polymeric Liquids is a foundational textbook in rheology and polymer science that rigorously develops the theory and mathematical modeling of the flow and deformation behavior of polymeric fluids.
  • B. Dynamics of Nonhomogeneous Fluids
    Dynamics of Nonhomogeneous Fluids is a seminal scientific monograph by Chia-Shun Yih that develops the theoretical foundations of fluid motion in media with spatially varying density and related properties.
  • C. Journal of Rheology
    The Journal of Rheology is a peer-reviewed scientific journal that publishes research on the deformation and flow of matter, including the rheological behavior of complex fluids and soft solids.
  • D. Flory–Stockmayer theory of gelation
    The Flory–Stockmayer theory of gelation is a foundational mathematical framework in polymer chemistry that predicts when a reacting system of multifunctional monomers will form an infinite, crosslinked network (a gel).
  • E. On the theories of the internal friction of fluids in motion
    "On the theories of the internal friction of fluids in motion" is a foundational scientific paper by George Gabriel Stokes that established key principles of fluid dynamics and viscosity, leading to what is now known as the Navier–Stokes equations.
  • 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_69c69f2f80288190b95cceb4da92ab2b completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f8fc6a408190abf363a29359e764 completed March 27, 2026, 9:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69c856d8206081909987556fb6ab7084 completed March 28, 2026, 10:31 p.m.
NEDg Description generation batch_69c85918e70481908502cb86a31edc14 completed March 28, 2026, 10:41 p.m.
NED2 Entity disambiguation (via description) batch_69c85982256081908263d5f25c6e99b5 completed March 28, 2026, 10:43 p.m.
Created at: March 27, 2026, 3:50 p.m.