Triple

T11121117

Position	Surface form	Disambiguated ID	Type / Status
Subject	Pierre-Gilles de Gennes	`E263015`	entity
Predicate	hasWork	`P6260`	FINISHED
Object	Scaling Concepts in Polymer Physics "Scaling Concepts in Polymer Physics" is a seminal monograph that introduced powerful scaling theories to explain the universal behavior of polymer systems in solution and in bulk.	`E906398`	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: Scaling Concepts in Polymer Physics | Statement: [Pierre-Gilles de Gennes, hasWork, Scaling Concepts in Polymer Physics]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Scaling Concepts in Polymer Physics
Context triple: [Pierre-Gilles de Gennes, hasWork, Scaling Concepts in Polymer Physics]

A. 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).
B. 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.
C. “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.
D. 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.
E. 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.
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: Scaling Concepts in Polymer Physics
Triple: [Pierre-Gilles de Gennes, hasWork, Scaling Concepts in Polymer Physics]

Generated description

"Scaling Concepts in Polymer Physics" is a seminal monograph that introduced powerful scaling theories to explain the universal behavior of polymer systems in solution and in bulk.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Scaling Concepts in Polymer Physics
Target entity description: "Scaling Concepts in Polymer Physics" is a seminal monograph that introduced powerful scaling theories to explain the universal behavior of polymer systems in solution and in bulk.

A. 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).
B. 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.
C. “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.
D. 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.
E. 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.
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_69d6aa9b46cc8190b19f9f0cc45bf322`	completed	April 8, 2026, 7:20 p.m.
NER	Named-entity recognition	`batch_69d79af911b881908168f23a4918231c`	completed	April 9, 2026, 12:26 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69e42d8406988190837a16d7ad8048d1`	completed	April 19, 2026, 1:19 a.m.
NEDg	Description generation	`batch_69e4374700b881908ebb185ae020487b`	completed	April 19, 2026, 2 a.m.
NED2	Entity disambiguation (via description)	`batch_69e4399385c08190852c3cbd730a1f11`	completed	April 19, 2026, 2:10 a.m.

Created at: April 8, 2026, 9:28 p.m.