Triple
T4097213
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | R. Byron Bird |
E87849
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Transport Phenomena, Second Edition
"Transport Phenomena, Second Edition" is a widely used advanced textbook that rigorously covers momentum, heat, and mass transfer, co-authored by R. Byron Bird and known for its fundamental, unified treatment of transport processes in chemical engineering.
|
E412611
|
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: Transport Phenomena, Second Edition | Statement: [R. Byron Bird, notableWork, Transport Phenomena, Second Edition]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Transport Phenomena, Second Edition Context triple: [R. Byron Bird, notableWork, Transport Phenomena, Second Edition]
-
A.
Fluid Mechanics: A Concise Introduction to the Theory
"Fluid Mechanics: A Concise Introduction to the Theory" is a foundational textbook by Chia-Shun Yih that presents the core principles and mathematical framework of fluid mechanics in a compact, rigorous form.
-
B.
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.
-
C.
An Introduction to Fluid Dynamics
An Introduction to Fluid Dynamics is a classic graduate-level textbook that rigorously develops the theoretical foundations of fluid mechanics and has become a standard reference in the field.
-
D.
A First Course in Turbulence
A First Course in Turbulence is a foundational textbook that introduces the theory, physics, and mathematical modeling of turbulent flows for advanced students in fluid mechanics.
-
E.
Hydrodynamics
Hydrodynamics is a classic and influential treatise by Horace Lamb that systematically develops the mathematical theory of fluid motion.
- 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: Transport Phenomena, Second Edition Triple: [R. Byron Bird, notableWork, Transport Phenomena, Second Edition]
Generated description
"Transport Phenomena, Second Edition" is a widely used advanced textbook that rigorously covers momentum, heat, and mass transfer, co-authored by R. Byron Bird and known for its fundamental, unified treatment of transport processes in chemical engineering.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Transport Phenomena, Second Edition Target entity description: "Transport Phenomena, Second Edition" is a widely used advanced textbook that rigorously covers momentum, heat, and mass transfer, co-authored by R. Byron Bird and known for its fundamental, unified treatment of transport processes in chemical engineering.
-
A.
Fluid Mechanics: A Concise Introduction to the Theory
"Fluid Mechanics: A Concise Introduction to the Theory" is a foundational textbook by Chia-Shun Yih that presents the core principles and mathematical framework of fluid mechanics in a compact, rigorous form.
-
B.
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.
-
C.
An Introduction to Fluid Dynamics
An Introduction to Fluid Dynamics is a classic graduate-level textbook that rigorously develops the theoretical foundations of fluid mechanics and has become a standard reference in the field.
-
D.
A First Course in Turbulence
A First Course in Turbulence is a foundational textbook that introduces the theory, physics, and mathematical modeling of turbulent flows for advanced students in fluid mechanics.
-
E.
Hydrodynamics
Hydrodynamics is a classic and influential treatise by Horace Lamb that systematically develops the mathematical theory of fluid motion.
- 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_69aed94564cc8190a9c1457daedb6e7f |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefcdef11081908c626a89f2c0e121 |
completed | March 9, 2026, 5:01 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b56b725788819091c6aaeccfb86964 |
completed | March 14, 2026, 2:06 p.m. |
| NEDg | Description generation | batch_69b56c5bb12881908cf2c74d68ecd5b6 |
completed | March 14, 2026, 2:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b56cc2ae948190a5e13992626dd547 |
completed | March 14, 2026, 2:12 p.m. |
Created at: March 9, 2026, 3:40 p.m.