Triple

T7564455
Position Surface form Disambiguated ID Type / Status
Subject Ronald G. Larson E178876 entity
Predicate hasWritten P2831 FINISHED
Object “Constitutive Equations for Polymer Melts and Solutions”
“Constitutive Equations for Polymer Melts and Solutions” is a scholarly book that presents theoretical frameworks and mathematical models describing the rheological behavior of polymer melts and solutions.
E674076 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: “Constitutive Equations for Polymer Melts and Solutions” | Statement: [Ronald G. Larson, hasWritten, “Constitutive Equations for Polymer Melts and Solutions”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “Constitutive Equations for Polymer Melts and Solutions”
Context triple: [Ronald G. Larson, hasWritten, “Constitutive Equations for Polymer Melts and 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. 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).
  • C. Principles of Polymer Chemistry
    Principles of Polymer Chemistry is a foundational textbook by Paul J. Flory that systematically established the theoretical framework of polymer science.
  • D. Flory–Huggins solution theory
    Flory–Huggins solution theory is a thermodynamic model that describes the mixing behavior and phase separation of polymer solutions by accounting for the size difference between polymer chains and solvent molecules.
  • E. 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.
  • 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: “Constitutive Equations for Polymer Melts and Solutions”
Triple: [Ronald G. Larson, hasWritten, “Constitutive Equations for Polymer Melts and Solutions”]
Generated description
“Constitutive Equations for Polymer Melts and Solutions” is a scholarly book that presents theoretical frameworks and mathematical models describing the rheological behavior of polymer melts and solutions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “Constitutive Equations for Polymer Melts and Solutions”
Target entity description: “Constitutive Equations for Polymer Melts and Solutions” is a scholarly book that presents theoretical frameworks and mathematical models describing the rheological behavior of polymer melts and 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. 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).
  • C. Principles of Polymer Chemistry
    Principles of Polymer Chemistry is a foundational textbook by Paul J. Flory that systematically established the theoretical framework of polymer science.
  • D. Flory–Huggins solution theory
    Flory–Huggins solution theory is a thermodynamic model that describes the mixing behavior and phase separation of polymer solutions by accounting for the size difference between polymer chains and solvent molecules.
  • E. 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.
  • 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.