Triple
T7792521
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marcus Reiner |
E180214
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Deformation, Strain and Flow: An Elementary Introduction to Rheology
Deformation, Strain and Flow: An Elementary Introduction to Rheology is a foundational textbook that introduces the basic principles of how materials deform and flow under stress, written for students and newcomers to rheology.
|
E693901
|
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: Deformation, Strain and Flow: An Elementary Introduction to Rheology | Statement: [Marcus Reiner, notableWork, Deformation, Strain and Flow: An Elementary Introduction to Rheology]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Deformation, Strain and Flow: An Elementary Introduction to Rheology Context triple: [Marcus Reiner, notableWork, Deformation, Strain and Flow: An Elementary Introduction to Rheology]
-
A.
“The Structure and Rheology of Complex Fluids”
“The Structure and Rheology of Complex Fluids” is a comprehensive textbook that explains the microstructural basis and flow behavior of complex fluids such as polymers, colloids, and surfactant solutions.
-
B.
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.
-
C.
On the theories of the internal friction of fluids in motion
"On the theories of the internal friction of fluids in motion" is a foundational scientific paper by George Gabriel Stokes that established key principles of fluid dynamics and viscosity, leading to what is now known as the Navier–Stokes equations.
-
D.
“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.
-
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: Deformation, Strain and Flow: An Elementary Introduction to Rheology Triple: [Marcus Reiner, notableWork, Deformation, Strain and Flow: An Elementary Introduction to Rheology]
Generated description
Deformation, Strain and Flow: An Elementary Introduction to Rheology is a foundational textbook that introduces the basic principles of how materials deform and flow under stress, written for students and newcomers to rheology.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Deformation, Strain and Flow: An Elementary Introduction to Rheology Target entity description: Deformation, Strain and Flow: An Elementary Introduction to Rheology is a foundational textbook that introduces the basic principles of how materials deform and flow under stress, written for students and newcomers to rheology.
-
A.
“The Structure and Rheology of Complex Fluids”
“The Structure and Rheology of Complex Fluids” is a comprehensive textbook that explains the microstructural basis and flow behavior of complex fluids such as polymers, colloids, and surfactant solutions.
-
B.
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.
-
C.
On the theories of the internal friction of fluids in motion
"On the theories of the internal friction of fluids in motion" is a foundational scientific paper by George Gabriel Stokes that established key principles of fluid dynamics and viscosity, leading to what is now known as the Navier–Stokes equations.
-
D.
“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.
-
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_69ca827d22208190b4dc5aa680edcf5d |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cae938714c8190b89917e6ded004da |
completed | March 30, 2026, 9:20 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb13cdb4288190ae3cfe1ee4e3e496 |
completed | March 31, 2026, 12:22 a.m. |
| NEDg | Description generation | batch_69cb1636b0d48190a57c2d3a7b3b41ed |
completed | March 31, 2026, 12:32 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cb1a29d2988190bb64aada0d2ef463 |
completed | March 31, 2026, 12:49 a.m. |
Created at: March 30, 2026, 4:30 p.m.