Triple

T7446563
Position Surface form Disambiguated ID Type / Status
Subject Richard Becker E171896 entity
Predicate notableWork P4 FINISHED
Object Becker–Döring theory of nucleation
The Becker–Döring theory of nucleation is a classical kinetic model in statistical physics that describes how clusters of particles grow or shrink through the successive addition or loss of single monomers, providing a fundamental framework for understanding phase transitions and nucleation rates.
E664995 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: Becker–Döring theory of nucleation | Statement: [Richard Becker, notableWork, Becker–Döring theory of nucleation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Becker–Döring theory of nucleation
Context triple: [Richard Becker, notableWork, Becker–Döring theory of nucleation]
  • A. 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.
  • B. Mullins–Sekerka instability
    The Mullins–Sekerka instability is a morphological instability that occurs during diffusion-limited solidification or crystal growth, leading to pattern formation such as dendrites at moving phase boundaries.
  • C. 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).
  • 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. Cahn–Hilliard equation
    The Cahn–Hilliard equation is a nonlinear partial differential equation that models phase separation and coarsening in binary mixtures and other systems undergoing spinodal decomposition.
  • 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: Becker–Döring theory of nucleation
Triple: [Richard Becker, notableWork, Becker–Döring theory of nucleation]
Generated description
The Becker–Döring theory of nucleation is a classical kinetic model in statistical physics that describes how clusters of particles grow or shrink through the successive addition or loss of single monomers, providing a fundamental framework for understanding phase transitions and nucleation rates.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Becker–Döring theory of nucleation
Target entity description: The Becker–Döring theory of nucleation is a classical kinetic model in statistical physics that describes how clusters of particles grow or shrink through the successive addition or loss of single monomers, providing a fundamental framework for understanding phase transitions and nucleation rates.
  • A. 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.
  • B. Mullins–Sekerka instability
    The Mullins–Sekerka instability is a morphological instability that occurs during diffusion-limited solidification or crystal growth, leading to pattern formation such as dendrites at moving phase boundaries.
  • C. 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).
  • 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. Cahn–Hilliard equation
    The Cahn–Hilliard equation is a nonlinear partial differential equation that models phase separation and coarsening in binary mixtures and other systems undergoing spinodal decomposition.
  • 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_69c68a65402881908f7869368eb746fb completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f371be2081908feaeb9392cb65fe completed March 27, 2026, 9:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c827a6668c8190a88c6406684e7689 completed March 28, 2026, 7:10 p.m.
NEDg Description generation batch_69c828ca24bc81909357b9f40a9004af completed March 28, 2026, 7:15 p.m.
NED2 Entity disambiguation (via description) batch_69c8297c1de4819099acfac611a519e5 completed March 28, 2026, 7:18 p.m.
Created at: March 27, 2026, 3:14 p.m.