Triple
T12797661
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Steven Strogatz |
E305930
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Nonlinear Dynamics and Chaos
Nonlinear Dynamics and Chaos is a widely used textbook by Steven Strogatz that introduces the theory and applications of nonlinear systems, emphasizing qualitative analysis, bifurcations, and chaotic behavior in real-world phenomena.
|
E1002064
|
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: Nonlinear Dynamics and Chaos | Statement: [Steven Strogatz, notableWork, Nonlinear Dynamics and Chaos]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nonlinear Dynamics and Chaos Context triple: [Steven Strogatz, notableWork, Nonlinear Dynamics and Chaos]
-
A.
chaos theory
Chaos theory is a branch of mathematics and physics that studies how small differences in initial conditions can lead to vastly different outcomes in complex, dynamical systems, making long-term prediction effectively impossible.
-
B.
Non-Linear Systems
Non-Linear Systems was an American electronics company best known for manufacturing Kaypro personal computers in the early 1980s.
-
C.
Strange Attractors
"Strange Attractors" is a collection of philosophically rich short stories by Rebecca Goldstein that blend mathematics, science, and human relationships.
-
D.
Nonlinearity
Nonlinearity is a peer-reviewed scientific journal focusing on research in nonlinear science and mathematics, published by the London Mathematical Society.
-
E.
Chaos in Classical and Quantum Mechanics
"Chaos in Classical and Quantum Mechanics" is a seminal monograph by Martin Gutzwiller that systematically develops the theory of classical chaos and its profound connections to quantum mechanics, particularly through what is now known as the Gutzwiller trace formula.
- 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: Nonlinear Dynamics and Chaos Triple: [Steven Strogatz, notableWork, Nonlinear Dynamics and Chaos]
Generated description
Nonlinear Dynamics and Chaos is a widely used textbook by Steven Strogatz that introduces the theory and applications of nonlinear systems, emphasizing qualitative analysis, bifurcations, and chaotic behavior in real-world phenomena.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nonlinear Dynamics and Chaos Target entity description: Nonlinear Dynamics and Chaos is a widely used textbook by Steven Strogatz that introduces the theory and applications of nonlinear systems, emphasizing qualitative analysis, bifurcations, and chaotic behavior in real-world phenomena.
-
A.
chaos theory
Chaos theory is a branch of mathematics and physics that studies how small differences in initial conditions can lead to vastly different outcomes in complex, dynamical systems, making long-term prediction effectively impossible.
-
B.
Non-Linear Systems
Non-Linear Systems was an American electronics company best known for manufacturing Kaypro personal computers in the early 1980s.
-
C.
Strange Attractors
"Strange Attractors" is a collection of philosophically rich short stories by Rebecca Goldstein that blend mathematics, science, and human relationships.
-
D.
Nonlinearity
Nonlinearity is a peer-reviewed scientific journal focusing on research in nonlinear science and mathematics, published by the London Mathematical Society.
-
E.
Chaos in Classical and Quantum Mechanics
"Chaos in Classical and Quantum Mechanics" is a seminal monograph by Martin Gutzwiller that systematically develops the theory of classical chaos and its profound connections to quantum mechanics, particularly through what is now known as the Gutzwiller trace formula.
- 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_69d7bdf366888190a8cccb982606889c |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d96e6f858c8190915ede38e9a6a2df |
completed | April 10, 2026, 9:41 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6850d6ebc8190aaffcac09f4b15eb |
completed | May 2, 2026, 11:13 p.m. |
| NEDg | Description generation | batch_69f6863fada48190afe2ff7896a60094 |
completed | May 2, 2026, 11:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f686bcac94819088782273effbb06a |
completed | May 2, 2026, 11:20 p.m. |
Created at: April 9, 2026, 5:30 p.m.