Triple
T5994047
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Paul J. Flory |
E133422
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
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).
|
E562087
|
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: Flory–Stockmayer theory of gelation | Statement: [Paul J. Flory, notableWork, Flory–Stockmayer theory of gelation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Flory–Stockmayer theory of gelation Context triple: [Paul J. Flory, notableWork, Flory–Stockmayer theory of gelation]
-
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.
Smoluchowski coagulation equation
The Smoluchowski coagulation equation is a fundamental integro-differential equation in statistical physics that models how particles undergoing random collisions aggregate over time into larger clusters.
-
C.
APS Division of Polymer Physics
The APS Division of Polymer Physics is a specialized unit of the American Physical Society that focuses on advancing and disseminating research in the physics of polymers and soft matter.
-
D.
Gibbs dividing surface
The Gibbs dividing surface is an idealized mathematical interface in thermodynamics used to separate phases and define interfacial properties such as surface tension and adsorption.
-
E.
Landau theory of second-order phase transitions
Landau theory of second-order phase transitions is a phenomenological framework that explains continuous phase transitions by expanding the free energy in terms of an order parameter and analyzing symmetry-breaking behavior near critical points.
- 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: Flory–Stockmayer theory of gelation Triple: [Paul J. Flory, notableWork, Flory–Stockmayer theory of gelation]
Generated description
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).
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Flory–Stockmayer theory of gelation Target entity description: 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).
-
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.
Smoluchowski coagulation equation
The Smoluchowski coagulation equation is a fundamental integro-differential equation in statistical physics that models how particles undergoing random collisions aggregate over time into larger clusters.
-
C.
APS Division of Polymer Physics
The APS Division of Polymer Physics is a specialized unit of the American Physical Society that focuses on advancing and disseminating research in the physics of polymers and soft matter.
-
D.
Gibbs dividing surface
The Gibbs dividing surface is an idealized mathematical interface in thermodynamics used to separate phases and define interfacial properties such as surface tension and adsorption.
-
E.
Landau theory of second-order phase transitions
Landau theory of second-order phase transitions is a phenomenological framework that explains continuous phase transitions by expanding the free energy in terms of an order parameter and analyzing symmetry-breaking behavior near critical points.
- 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_69c00870ddbc81909880fa3864f4f38d |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c04e92e1448190bbf961a8243082ee |
completed | March 22, 2026, 8:18 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c108685f788190aa3f84e56837b195 |
completed | March 23, 2026, 9:31 a.m. |
| NEDg | Description generation | batch_69c10a15b9e08190be8b559e467d1d8c |
completed | March 23, 2026, 9:38 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c10aaf299481909d0e824a126381e3 |
completed | March 23, 2026, 9:41 a.m. |
Created at: March 22, 2026, 4:05 p.m.