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.