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.